Essential genes enriched in KIF18A sensitive and insensitive cell lines

1 Packages used for analysis

source('https://raw.githubusercontent.com/joshua-d-campbell/utilities/master/R/mut_utils.R')
source('https://raw.githubusercontent.com/joshua-d-campbell/utilities/master/R/lm_utils.R')
library(gridExtra)
library(ggplot2)
library(dplyr)
library(knitr)
library(kableExtra)

## Warning in !is.null(rmarkdown::metadata$output) && rmarkdown::metadata$output
## %in% : 'length(x) = 3 > 1' in coercion to 'logical(1)'

library(ggrepel)
library(tidyverse)
library(tidyr)
library(reshape2)

2 Read in datafiles: sample info, CRISPR-KO gene effect, absolute genome doublings.

Align datafiles by samples and genes.

## Read data files
setwd('/Users/owensanborn/Documents/R Studio/Achilles_Analysis/Data')
sample.info <- read.csv("../../Achilles_Analysis/Data/sample_info.csv", 
                        header=TRUE, stringsAsFactors=FALSE, row.names = 1, check.names=FALSE)
sample.info$DepMap_ID <- rownames(sample.info)

absolute <- read.table("../../Achilles_Analysis/Data/CCLE_combined.table.txt", 
                       header = TRUE, sep = "\t", row.names=1)

crispr <- read.csv("../../Achilles_Analysis/Data/CRISPR_gene_effect.csv", 
                   header=TRUE, stringsAsFactors=FALSE, row.names = 1, check.names=FALSE)
colnames(crispr) <- gsub(" \\(.*\\)", "", colnames(crispr))
crispr.t <- t(as.matrix(crispr))

## Subset cell lines by WGD and define KIF18A sensitivity phenotype from CRISPR gene effect data
absolute.wgd <- subset(absolute, Genome.doublings > 0)
sample.info.wgd <- subset(sample.info, CCLE_Name %in% absolute.wgd$sample & DepMap_ID %in% colnames(crispr.t))

KIF18A_Status <- select(crispr, KIF18A)
KIF18A_Status$Status <- factor(ifelse(KIF18A_Status$KIF18A > -1, 'insens', 'sens'), 
                               levels = c('insens', 'sens'))
KIF18A_Status <- KIF18A_Status[sample.info.wgd$DepMap_ID,]

##Get DepMap_IDs for cancer types and create KIF18A sensitivity phenotype tables used for analysis
id.all <- sample.info.wgd$DepMap_ID
All_Status <- subset(KIF18A_Status, rownames(KIF18A_Status) %in% id.all)

subtypes <- list("NSCLC", "exocrine", "glioma", "esophagus_squamous", "ovary_adenocarcinoma", "colorectal_adenocarcinoma", "melanoma", "upper_aerodigestive_squamous", "gastric_adenocarcinoma", "bladder_carcinoma", "hepatocellular_carcinoma", "Breast_cancers", "SCLC")

##Combine breast cancer cell lines
sample.info.wgd$lineage_subtype <- gsub(c("breast_adenocarcinoma|breast_carcinoma|breast_ductal_carcinoma"),
                                "Breast_cancers", sample.info.wgd$lineage_subtype)

create_lists <- function(sample_info, KIF18A_Status, tumor_types) {
  result <- list()
  for (tumor_type in tumor_types) {
    ids <- sample_info$DepMap_ID[sample_info$lineage_subtype %in% tumor_type]
    status_df <- subset(KIF18A_Status, rownames(KIF18A_Status) %in% ids)
    
    result[[paste("ID_List", tumor_type, sep = "_")]] <- ids
    result[[paste("Status_DF", tumor_type, sep = "_")]] <- status_df
  }
  return(result)
}

res.ids <- create_lists(sample.info.wgd, KIF18A_Status, subtypes)

3 Enrichment analysis of essential genes in KIF18A sensitive/insensitive cell lines

For each gene -1 was used as the cutoff to be essential. Completed for all, breast cancers, and NSCLC WGD cell lines. KIF18A sensitive: gene effect score < -1. KIF18A insensitive: gene effect score > -1. Fisher exact test used for downstream analysis.

setwd('/Users/owensanborn/Documents/R Studio/Achilles_Analysis/Data')
enrich <- function(data, pheno, cutoff = -1) {
  require(pROC)
  
  ##Adds one sample to each FET contingency to correct for 0 inhibiting odds ratio calculation
  x = data.frame(KIF18A = c(-2, -2, 2, 2), Status = c("sens", "sens", "insens", "insens"))
  rownames(x) = c("s1", "s2", "s3", "s4")
  pheno.i <- rbind(pheno, x)
  
  data.i <- as.data.frame(data)
  data.i$s1 <- -2
  data.i$s2 <- 2
  data.i$s3 <- -2
  data.i$s4 <- 2
  data.i <- as.matrix(data.i)
  print(levels(pheno$Status))
  ##Perform Fisher Exact Test and Wilcoxon Rank Sum Test
  res.fet.full = fet(data.i < cutoff, pheno.i$Status, reorder=FALSE)
  colnames(res.fet.full) = paste0("FET_", colnames(res.fet.full))
  res.wilcox.full = wilcoxon(data, pheno$Status, sort=FALSE)  
  colnames(res.wilcox.full) = paste0("Wilcoxon_", colnames(res.wilcox.full))
  
  data.select = rowSums(data < cutoff) > 4
  fet.select.fdr = res.fet.full$FET_Pvalue
  fet.select.fdr[!data.select] = NA
  fet.select.fdr = p.adjust(fet.select.fdr, 'fdr')
  wilcox.select.fdr = res.wilcox.full$Wilcoxon_Pvalue
  wilcox.select.fdr[!data.select] = NA
  wilcox.select.fdr = p.adjust(wilcox.select.fdr, 'fdr')
  
  res = data.frame(res.fet.full, "FET_FDR_Filter"=fet.select.fdr, res.wilcox.full, "Wilcoxon_FDR_Filter"=wilcox.select.fdr)
  
  colnames(res)[1] <- "Gene"
  colnames(res) <- gsub("_Wt_", "_NonDependent_", colnames(res))
  colnames(res) <- gsub("_Mutated_", "_Dependent_", colnames(res))
  
  #Cohen's d standardization for Wilcoxon effect size
  insens <- sum(pheno$Status == "insens")
  sens <- sum(pheno$Status == "sens")
  sd_pooled <- sqrt(((insens - 1)*var(res$Wilcoxon_insens_Media) + (sens-1)* var(res$Wilcoxon_sens_Media))/(insens + sens - 2))
  res$Wilcoxon_Effect <-  (res$Wilcoxon_insens_Median-res$Wilcoxon_sens_Median)/sd_pooled
    
  return(res)
}

results <- list()
# Iterate over the tumor types
for (tumor_type in subtypes) {
  id_list_name <- paste("ID_List", tumor_type, sep = "_")
  status_df_name <- paste("Status_DF", tumor_type, sep = "_")
  
  ids <- res.ids[[id_list_name]]
  status_df <- res.ids[[status_df_name]]
  
  # Perform the function using the subset columns and status dataframe
  result <- enrich(crispr.t[, ids], status_df)
  
  # Store the result in the list using the tumor type as the key
  results[[tumor_type]] <- result
}

4 Fisher Exact Test volcano plot indicating genes with lowest p-value

Enriched for essentiality in KIF18A sensitive: blue = log(odds ratio) > 0 Enriched for essentiality in KIF18A insensitive: red = log(odds ratio) < 0

volcano_fet <- function(data, n, title, subtitle) {
    data <- data[!data$Gene == 'KIF18A', ]

    #Define lowest p value genes at +/- odds ratios
    up.n <- head(arrange(subset(data, FET_OR > 1),
                      subset(data, FET_OR > 1)$FET_Pvalue), n)$Gene
    down.n <-head(arrange(subset(data, FET_OR < 1), 
                       subset(data, FET_OR < 1)$FET_Pvalue), n)$Gene

    data$label <- data$Gene
    data$label <- ifelse(data$label %in% c(up.n, down.n), data$label, "")

    data$Hits <- ifelse(data$label %in% up.n, "red", 
                             ifelse(data$label %in% down.n, "blue", "black"))
  
    ymax <- ceiling(max(abs(log(data$FET_Pvalue))))
    xmax <- plyr::round_any(max(abs(-log(data$FET_OR))), 0.25, ceiling)
  
    plot <- ggplot(data, aes(x= log(FET_OR), y = -log(FET_Pvalue), label = label)) +
        coord_cartesian(ylim=c(0, ymax), xlim= c(-xmax, xmax), clip="off") +
        geom_point(aes(color= Hits), size = 1, alpha=0.8) + 
        geom_label_repel( size = 3, force = 10, max.overlaps = 100000) +
        scale_color_manual(values=c("black","blue", "red")) +
        theme_bw() + theme(legend.position="none") +
        theme(panel.grid = element_blank())+
        xlab("Log odds ratio") + ylab(expression("-Log"[10]*"(P-value)")) +
        labs(title =title, subtitle=subtitle)+
        annotate("Text", x = xmax/2, y=-1.2, label = "KIF18A sensitive")+
        annotate("Text", x = -xmax/2, y=-1.2, label = "KIF18A insensitive")
        
    
    return(plot)
}

for (tumor_type in subtypes) {
  result <- results[[tumor_type]]
  cat('## ', tumor_type, ' {.tabset} \n\n')
  print(volcano_fet(result, 25,"Essentiality Enrichment: FET", tumor_type ))
  cat(" \n\n")
}

4.1 NSCLC

4.2 exocrine

4.3 glioma

4.4 esophagus_squamous

4.5 ovary_adenocarcinoma

4.6 colorectal_adenocarcinoma

4.7 melanoma

4.8 upper_aerodigestive_squamous

4.9 gastric_adenocarcinoma

4.10 bladder_carcinoma

4.11 hepatocellular_carcinoma

4.12 Breast_cancers

4.13 SCLC

cat(" \n\n")

5 Wilcoxon Rank Sum Test volcano plot indicating genes with lowest p-value

This is descriptive of the absolute differences between KIF18A sensitive and insensitive cell line Cohen’s d method used for standardization of effect size Enriched for essentiality in KIF18A sensitive: blue = Cohen’s d > 0 Enriched for essentiality in KIF18A insensitive: red = Cohen’s d < 0

volcano_Wil <- function(data, n, title, subtitle) {
    data <- data[!data$Gene == 'KIF18A', ]

    
    #Define lowest p value genes at +/- Cohen's D effect size
    down.n <- head(arrange(subset(data, Wilcoxon_Effect > 0.25),
                      subset(data, Wilcoxon_Effect > 0.25)$Wilcoxon_Pvalue), n)$Gene
    up.n <-head(arrange(subset(data, Wilcoxon_Effect < -0.25), 
                      subset(data, Wilcoxon_Effect < -0.25)$Wilcoxon_Pvalue), n)$Gene

    data$label <- data$Gene
    data$label <- ifelse(data$label %in% c(up.n, down.n), data$label, "")

    data$Hits <- ifelse(data$label %in% up.n, "red", 
                             ifelse(data$label %in% down.n, "blue", "black"))

    ymax <- ceiling(max(abs(log(data$Wilcoxon_Pvalue))))
    xmax <- plyr::round_any(max(abs(data$Wilcoxon_Effect)), 0.1, ceiling)
  
    plot <- ggplot(data, aes(x= Wilcoxon_Effect, y = -log(Wilcoxon_Pvalue), label = label)) +
        coord_cartesian(ylim=c(0, ymax), xlim= c(-xmax, xmax), clip="off")+
        geom_point(aes(color= Hits), size = 1, alpha=.8) + 
        geom_label_repel( size = 3, force = 10, max.overlaps = 100000) +
        scale_color_manual(values=c("black","blue", "red")) +
        theme_bw() + theme(legend.position="none") +
        #geom_vline(xintercept = 0, lty=2, color="black")
        theme(panel.grid = element_blank())+
        xlab("Wilcoxon Effect Size") + ylab(expression("-Log"[10]*"(P-value)")) +
        labs(title =title, subtitle=subtitle)+
        annotate("Text", x = xmax/2, y=-1.2, label = "KIF18A sensitive")+
        annotate("Text", x = -xmax/2, y=-1.2, label = "KIF18A insensitive")
        
    
    return(plot)
}

for (tumor_type in subtypes) {
  result <- results[[tumor_type]]
  cat('## ', tumor_type, ' {.tabset} \n\n')
  print(volcano_Wil(result, 25, "Essentiality Enrichment: Wilcoxon", tumor_type ))
  cat(" \n\n")
}

5.1 NSCLC

5.2 exocrine

5.3 glioma

5.4 esophagus_squamous

5.5 ovary_adenocarcinoma

5.6 colorectal_adenocarcinoma

5.7 melanoma

5.8 upper_aerodigestive_squamous

5.9 gastric_adenocarcinoma

5.10 bladder_carcinoma

5.11 hepatocellular_carcinoma

5.12 Breast_cancers

5.13 SCLC

cat(" \n\n")

6 Overlap of FET and Wilcoxon analysis

FET analysis hits (p<0.05) are red Wilcoxon analysis hits (p<0.05) are blue Genes found to huts by both analysis are black.

FET_Wil <- function(data, n, title, subtitle) {
   data <- data[!data$Gene == 'KIF18A', ]
  
   data$label <- data$Gene  
   label.fet <- subset(data, FET_Pvalue <= 0.05)$Gene
   label.wil <- subset(data, Wilcoxon_Pvalue <= 0.05)$Gene
   label.merge <- intersect(label.fet, label.wil)
   
   data$label <- ifelse(data$label %in% label.merge, data$label, "")
  
   data$color <- ifelse(data$Gene %in% as.vector(label.merge), "black",
                        ifelse(data$Gene %in% as.vector(label.fet), "blue",
                        ifelse(data$Gene %in% as.vector(label.wil), "red", "grey")))

   ymax <- ceiling(max(abs(log(data$FET_OR))))
   xmax <- plyr::round_any(max(abs(data$Wilcoxon_Effect)), 0.25, ceiling)
    
   plot <- ggplot(data = data, aes(x= Wilcoxon_Effect, y= log(FET_OR), label=label))+
   geom_point(aes(color=color), size = 1, alpha=.8) +
   scale_color_manual(values=c("black", "blue", "grey", "red")) +
   geom_label_repel( size = 3, force = 10, max.overlaps = 100000)+
   theme_bw() + theme(legend.position="none") +
   geom_vline(xintercept = 0, lty=2, color="black")+
   geom_hline(yintercept = 0, lty=2, color="black")+
   theme(panel.grid = element_blank())+
   xlab("Wilcoxon Effect Size") + ylab(expression("FET Log Odds Ratio")) +
   labs(title =title, subtitle=subtitle)+
   coord_cartesian(ylim=c(-ymax, ymax), xlim= c(-xmax, xmax), clip="off")
  
  return(plot)
}

for (tumor_type in subtypes) {
  result <- results[[tumor_type]]
  cat('## ', tumor_type, ' {.tabset} \n\n')
  print(FET_Wil(result, 25, "Overlap of FET and Wilcoxon", tumor_type ))
  cat(" \n\n")
}

6.1 NSCLC

6.2 exocrine

6.3 glioma

6.4 esophagus_squamous

6.5 ovary_adenocarcinoma

6.6 colorectal_adenocarcinoma

6.7 melanoma

6.8 upper_aerodigestive_squamous

6.9 gastric_adenocarcinoma

6.10 bladder_carcinoma

6.11 hepatocellular_carcinoma

6.12 Breast_cancers

6.13 SCLC

cat(" \n\n")

7 Genes scored by their essentiality in KIF18A sensitive vs insensitive cell lines

Score indicated count of time the gene appears as a hit in FET and wilcoxon analysis in the cancer types examined (all cancers together, breast cancers, NSCLC, melanoma)

hits_list_multiple <- function(df_list, direction) {
  combined_sens <- data.frame(Gene = character(), Count = numeric(),
                                stringsAsFactors = FALSE)
  combined_insens <- data.frame(Gene = character(), Count = numeric(),
                                stringsAsFactors = FALSE)

  for (df in df_list) {
    df <- df[!df$Gene == 'KIF18A', ]
    FET_sens_genes <- df$Gene[df$FET_OR > 1 & df$FET_Pvalue < 0.05]
    FET_insens_genes <- df$Gene[df$FET_OR < 1 & df$FET_Pvalue < 0.05]
  
    Wil_sens_genes <- df$Gene[df$Wilcoxon_Effect > 0 & df$Wilcoxon_Pvalue < 0.05]
    Wil_insens_genes <- df$Gene[df$Wilcoxon_Effect < 0 & df$Wilcoxon_Pvalue < 0.05]
  
    sens_genes <- c(FET_sens_genes, Wil_sens_genes)
    insens_genes <- c(FET_insens_genes, Wil_insens_genes)
  
    sens_counts <- table(sens_genes)
    insens_counts <- table(insens_genes)
    combined_sens <- rbind(combined_sens, data.frame(Gene = names(sens_counts),
                                                        Score = as.numeric(sens_counts),
                                                        stringsAsFactors = FALSE))
    combined_insens <- rbind(combined_insens, data.frame(Gene = names(insens_counts),
                                                        Score = as.numeric(insens_counts),
                                                        stringsAsFactors = FALSE))
  }
  aggregated_sens <- aggregate(Score ~ Gene, combined_sens, sum)
  aggregated_insens <- aggregate(Score ~ Gene, combined_insens, sum)
  aggregated_sens <- aggregated_sens[order(-aggregated_sens$Score), ]
  aggregated_insens <- aggregated_insens[order(-aggregated_insens$Score), ]

  return(list("Associated with KIF18A Sensitivity" = aggregated_sens,
              "Associated with KIF18A Insensitivity" = aggregated_insens))
}


result <- hits_list_multiple(results)

sensitive_genes <- result$`Associated with KIF18A Sensitivity`
sensitive_genes <- sensitive_genes[order(-as.numeric(sensitive_genes$Score)), ]
rownames(sensitive_genes) <- NULL
cat("Associated with KIF18A Sensitivity:\n")

Associated with KIF18A Sensitivity:

kable(sensitive_genes, format = "html", col.names = c("Gene", "Score")) %>%
  kable_styling(full_width = FALSE) %>% 
  scroll_box(width = "100%", height = "300px")

Gene	Score
RAC1	5
DAZAP1	4
DYNC1LI1	4
NOP9	4
SGO1	4
SKA1	4
VDAC3	4
ABCE1	3
AEBP1	3
ATP6AP2	3
ATP6V1C1	3
ATXN7L3B	3
C1orf52	3
C1QA	3
CAMKV	3
CAND1	3
CENPT	3
CPTP	3
CSNK1A1	3
CYP8B1	3
DRG2	3
EDC4	3
FANCA	3
FANCL	3
FASN	3
FBXW11	3
GGPS1	3
HAGH	3
HEBP1	3
HECTD3	3
HHLA3	3
HNRNPH1	3
IFT22	3
LACC1	3
LIN28A	3
LNPEP	3
LRRC72	3
MAGEA12	3
MEN1	3
MFNG	3
MTREX	3
NSL1	3
NUP58	3
PES1	3
PTPN23	3
PYROXD2	3
QSER1	3
RABGGTB	3
REG4	3
RNFT1	3
RTL4	3
SKA3	3
SLC25A51	3
SNAP23	3
SON	3
SPINK8	3
SS18L1	3
SSNA1	3
STX8	3
SYCE2	3
TBL3	3
TXN	3
UBA1	3
UBE2C	3
UBE2G2	3
UBE2L3	3
UBE2S	3
UNC13C	3
UROD	3
WDHD1	3
WRAP53	3
XRN2	3
YOD1	3
ZAR1L	3
ZFP36L1	3
ZNF286A	3
ZNF782	3
ABLIM3	2
ACAA1	2
ACAN	2
ACAP1	2
ACOT12	2
ACSL3	2
ADAM30	2
ADGRL2	2
ADH6	2
AFF4	2
AGAP1	2
AGPS	2
AHSP	2
AKAP1	2
AKAP10	2
AKR7A3	2
ALDH3A1	2
ALG10B	2
ALOX15B	2
AMIGO1	2
AMMECR1	2
AMPH	2
ANKFY1	2
ANKRD13A	2
APC	2
AQP4	2
ARHGAP23	2
ARHGAP25	2
ARHGAP44	2
ARHGEF12	2
ARHGEF15	2
ARL11	2
ARL2	2
ARL6IP1	2
ARNTL2	2
ARPC4	2
ASB12	2
ASCL4	2
ASL	2
ASPDH	2
ATAD3A	2
ATF4	2
ATP1B2	2
ATP2A1	2
ATP2A3	2
ATP6AP1	2
ATP6V1F	2
ATPAF2	2
ATR	2
AXIN2	2
B4GALNT1	2
B4GALT7	2
BCAR3	2
BCHE	2
BCL7B	2
BCORL1	2
BDNF	2
BLZF1	2
BMERB1	2
BMPR2	2
BORA	2
BORCS5	2
BORCS6	2
BTBD7	2
C18orf32	2
C1orf109	2
C9orf153	2
CABIN1	2
CALHM4	2
CAMK1D	2
CAMSAP1	2
CAPNS1	2
CBLL2	2
CBY2	2
CCDC124	2
CCDC144A	2
CCDC157	2
CCDC51	2
CCN2	2
CCNI2	2
CCNK	2
CCR9	2
CD163	2
CD1A	2
CD46	2
CDC37L1	2
CDH7	2
CDIN1	2
CDKAL1	2
CDX1	2
CEMP1	2
CES1	2
CES2	2
CETN2	2
CFAP410	2
CFAP52	2
CFAP61	2
CFLAR	2
CHDH	2
CHTF8	2
CIAO1	2
CIAO2B	2
CKAP5	2
CLDN3	2
CLDN6	2
CLDN7	2
CLEC2A	2
CLEC4A	2
CLINT1	2
CLIP2	2
CLIP3	2
CLPP	2
CLSTN3	2
CLUAP1	2
CMTM4	2
COL4A6	2
COPS4	2
CRYZ	2
CSRNP3	2
CTPS1	2
CTSS	2
CUX2	2
CXXC5	2
CYB5D2	2
CYFIP1	2
CYGB	2
CYP7A1	2
DAB1	2
DACH1	2
DACT3	2
DAPK1	2
DBF4B	2
DCAF6	2
DCP2	2
DCTN5	2
DDOST	2
DDX11	2
DDX17	2
DECR1	2
DENND5B	2
DGCR8	2
DHH	2
DHRS13	2
DIABLO	2
DLD	2
DMAP1	2
DMRTB1	2
DMTF1	2
DNAAF11	2
DNAH14	2
DNAI7	2
DNER	2
DNMT3B	2
DPP8	2
DPP9	2
DRG1	2
DSCC1	2
DUSP18	2
DYNLRB1	2
E2F4	2
ECPAS	2
ECT2	2
EFNB3	2
EGFL7	2
EGLN1	2
EIF2AK1	2
EIF4E3	2
EIF4G2	2
ELAVL4	2
ELK1	2
ELMOD1	2
EMC6	2
EMC7	2
EMD	2
ENO1	2
EP400	2
EQTN	2
ERGIC2	2
ERGIC3	2
ERI3	2
ERLEC1	2
ESCO2	2
ETS2	2
EWSR1	2
FABP3	2
FAHD2B	2
FAM102B	2
FAM120A	2
FAM162B	2
FAM170A	2
FAM174A	2
FAM219A	2
FAM83G	2
FAM89B	2
FEN1	2
FGGY	2
FKBP14	2
FLT3LG	2
FOXD3	2
FOXM1	2
FOXN2	2
FRMD4B	2
FSHB	2
FSTL1	2
FSTL3	2
FUT11	2
GAD1	2
GATA1	2
GATAD2A	2
GCDH	2
GCNT4	2
GEMIN6	2
GFAP	2
GGT6	2
GJB1	2
GLOD4	2
GMEB1	2
GMFB	2
GNA12	2
GNB3	2
GPR174	2
GPR183	2
GRAP2	2
GRHL2	2
GTF3C3	2
H2AZ2	2
H2BW1	2
HAL	2
HAP1	2
HCAR2	2
HDAC6	2
HDGFL2	2
HELLS	2
HESX1	2
HEY2	2
HIF1AN	2
HIGD1C	2
HMGA2	2
HMOX1	2
HMOX2	2
HNRNPK	2
HNRNPL	2
HOXA6	2
HOXA9	2
HS1BP3	2
HSPA4	2
HTRA1	2
HYAL4	2
IARS2	2
IDH3A	2
IFIT1B	2
IL36A	2
IL9	2
ILK	2
IMMP1L	2
INPP1	2
INPP5K	2
INSIG1	2
INTS2	2
IPO11	2
IPO13	2
IQCF1	2
IQCF2	2
IQCF5	2
IQCF6	2
IQCK	2
IRGM	2
ISM2	2
ITGB3BP	2
ITGB4	2
KANSL1	2
KCNC3	2
KCNG3	2
KCNH2	2
KCTD10	2
KCTD7	2
KDSR	2
KIAA0100	2
KIAA1143	2
KIF18B	2
KIF3C	2
KLHL21	2
KLHL29	2
LAG3	2
LAGE3	2
LAMB4	2
LARP1B	2
LBX2	2
LEAP2	2
LEFTY1	2
LGR5	2
LIN7C	2
LIN9	2
LINC02693	2
LIPM	2
LLGL2	2
LMF2	2
LRP8	2
LRRC25	2
LRRC32	2
LRRC8A	2
LRRC8E	2
LSM1	2
LSM12	2
LSM6	2
LSM7	2
LTA	2
LYL1	2
MACROD1	2
MAGEC1	2
MAGEC3	2
MAMLD1	2
MAN1A2	2
MAPRE1	2
MASP2	2
MAST2	2
MC4R	2
MCTP1	2
MDC1	2
MEAK7	2
MEST	2
MET	2
METTL18	2
MFSD5	2
MINAR2	2
MINDY3	2
MINK1	2
MPRIP	2
MSANTD1	2
MSH5	2
MTA3	2
MYH13	2
MYL7	2
MYLIP	2
MYOZ1	2
NAA38	2
NACA2	2
NAT1	2
NCOA6	2
NDC1	2
NDUFS4	2
NEK4	2
NFIA	2
NISCH	2
NLGN2	2
NLRP1	2
NME1	2
NPRL2	2
NRK	2
NSUN6	2
NUCKS1	2
NUDCD3	2
NUP35	2
NXNL1	2
NXPH4	2
OPTN	2
OSBPL8	2
OTOP3	2
P2RX2	2
PABPC1	2
PAGE4	2
PANK4	2
PBDC1	2
PCDHA5	2
PCDHB13	2
PCDHGA7	2
PDS5B	2
PFN1	2
PGBD2	2
PGLS	2
PGPEP1L	2
PHF1	2
PHF14	2
PHF21B	2
PHF23	2
PIGM	2
PILRB	2
PITPNM3	2
PLD6	2
PLEKHA5	2
PLLP	2
PLPP2	2
PLPP5	2
POLD3	2
POLE3	2
POLE4	2
POLR1A	2
POLR3A	2
POLR3B	2
PON3	2
POTEI	2
PPAN	2
PPIL4	2
PPP1R15A	2
PPP1R26	2
PPP1R3G	2
PPP1R7	2
PPP2CA	2
PPP3R1	2
PRDM13	2
PRDM16	2
PREB	2
PRKCD	2
PRLHR	2
PRPS2	2
PRTFDC1	2
PRTN3	2
PSG1	2
PSMB2	2
PSMB7	2
PSMD13	2
PSMD4	2
PSMD7	2
PSORS1C1	2
PTGFRN	2
PTGS2	2
PYY	2
RAB19	2
RAB22A	2
RAB33A	2
RAB3A	2
RAB3IP	2
RAD23B	2
RAD54L2	2
RAN	2
RAP1GDS1	2
RASSF1	2
RBMX2	2
RBP1	2
RCC1	2
RCOR2	2
RGS10	2
RGS12	2
RHBDL3	2
RHOB	2
RHOT1	2
RHOU	2
RIPPLY3	2
RMDN2	2
RNASEH2C	2
RND3	2
RNF113B	2
RNF43	2
RNPS1	2
RPEL1	2
RPGR	2
RPL14	2
RPP14	2
RRAGB	2
RTN2	2
SCAF1	2
SCNN1A	2
SDHA	2
SECTM1	2
SEL1L3	2
SELENOH	2
SELP	2
SERPINB3	2
SF3B6	2
SGCA	2
SHBG	2
SHH	2
SIGLEC7	2
SLC11A1	2
SLC22A9	2
SLC25A11	2
SLC25A35	2
SLC26A6	2
SLC26A7	2
SLC27A3	2
SLC30A7	2
SLC3A2	2
SLC47A2	2
SLC4A1AP	2
SLC66A3	2
SLF2	2
SLFN14	2
SMARCE1	2
SMC3	2
SMC5	2
SMIM5	2
SMNDC1	2
SNAI2	2
SNRPD1	2
SORT1	2
SOX12	2
SP7	2
SPAG5	2
SPATA21	2
SPATA33	2
SPC24	2
SPDEF	2
SPIRE2	2
SRA1	2
SRCAP	2
SRI	2
SSH1	2
SSR4	2
SSTR2	2
SSX5	2
ST6GAL2	2
ST6GALNAC3	2
ST8SIA3	2
STAG2	2
STOML2	2
STXBP3	2
SULF2	2
SULT2A1	2
SUN2	2
SUSD1	2
SYCN	2
SYDE2	2
SYNJ2	2
TAFA2	2
TAOK3	2
TASL	2
TASOR2	2
TBC1D30	2
TBC1D4	2
TDP1	2
TENM1	2
THOC6	2
TIMM10B	2
TKTL1	2
TLE5	2
TLR6	2
TLX3	2
TMC7	2
TMEM131	2
TMEM132D	2
TMEM217	2
TMEM220	2
TMEM255B	2
TMEM68	2
TMEM95	2
TMIE	2
TMLHE	2
TMOD3	2
TNFAIP3	2
TNFRSF25	2
TNNI3	2
TOGARAM1	2
TOGARAM2	2
TOM1	2
TP53BP2	2
TPRG1	2
TPSD1	2
TRMT10B	2
TRMT2B	2
TRPM4	2
TSPAN8	2
TSPAN9	2
TST	2
TSTD2	2
TTC14	2
TTC19	2
TUBB	2
TUBB4B	2
TULP1	2
TXNIP	2
TYK2	2
UBA7	2
UBE2D1	2
UBE2I	2
UBE2QL1	2
UBXN2A	2
UGGT1	2
USHBP1	2
USP19	2
USP43	2
UST	2
UTS2	2
UXT	2
VAMP7	2
VEGFB	2
VENTX	2
VGLL2	2
VIPR1	2
VPS16	2
VPS33A	2
VPS36	2
VPS50	2
VPS9D1	2
WDR12	2
WDR17	2
WDR3	2
WDR7	2
WDR74	2
WIF1	2
WNT10A	2
WNT3A	2
WWP2	2
XPR1	2
YARS1	2
YJU2B	2
ZBTB8B	2
ZCCHC3	2
ZDHHC6	2
ZFP36L2	2
ZFP64	2
ZIC5	2
ZMYM4	2
ZMYND10	2
ZNF117	2
ZNF143	2
ZNF181	2
ZNF347	2
ZNF491	2
ZNF496	2
ZNF559	2
ZNF575	2
ZNF614	2
ZNF662	2
ZNF74	2
ZRANB2	2
A1BG	1
A2ML1	1
A3GALT2	1
A4GNT	1
AACS	1
AADACL4	1
AAMDC	1
AANAT	1
AAR2	1
AATK	1
ABAT	1
ABCA12	1
ABCA4	1
ABCA8	1
ABCB11	1
ABCB9	1
ABCC4	1
ABCC9	1
ABCD4	1
ABHD1	1
ABHD12B	1
ABHD14A	1
ABHD14B	1
ABHD8	1
ABI1	1
ABR	1
ACACA	1
ACADVL	1
ACAT1	1
ACBD4	1
ACCS	1
ACER2	1
ACER3	1
ACIN1	1
ACKR2	1
ACOD1	1
ACOT6	1
ACOX2	1
ACP4	1
ACP5	1
ACP6	1
ACRBP	1
ACSF2	1
ACSL5	1
ACSM6	1
ACTA1	1
ACTB	1
ACTL10	1
ACTL8	1
ACTL9	1
ACTR3B	1
ACTRT1	1
ACVR1B	1
ADAD1	1
ADAM11	1
ADAM21	1
ADAM28	1
ADAM29	1
ADAMTS15	1
ADAMTS4	1
ADAMTS8	1
ADAP1	1
ADAP2	1
ADCK1	1
ADCY7	1
ADCY9	1
ADCYAP1R1	1
ADD2	1
ADGRF3	1
ADGRG2	1
ADM2	1
ADORA2A	1
ADPRHL1	1
ADPRS	1
ADRA2A	1
ADRA2B	1
ADRB2	1
ADRB3	1
ADSS1	1
ADTRP	1
AFG3L2	1
AGBL3	1
AGFG1	1
AGL	1
AGMAT	1
AGMO	1
AGR3	1
AGTR2	1
AGXT2	1
AHCYL2	1
AIF1L	1
AIFM1	1
AIM2	1
AJAP1	1
AJUBA	1
AK2	1
AK6	1
AKAP11	1
AKAP17A	1
AKAP9	1
AKIP1	1
AKIRIN2	1
AKNA	1
AKR1D1	1
AKTIP	1
ALDH1L2	1
ALDH3A2	1
ALDH4A1	1
ALDH5A1	1
ALG1	1
ALG10	1
ALG12	1
ALG2	1
ALG6	1
ALK	1
ALKBH3	1
ALKBH5	1
ALOXE3	1
ALX1	1
ALX3	1
ALYREF	1
AMBN	1
AMER1	1
AMER3	1
AMIGO3	1
AMN1	1
AMY2A	1
AMZ1	1
ANAPC1	1
ANAPC10	1
ANAPC11	1
ANAPC4	1
ANAPC5	1
ANAPC7	1
ANG	1
ANGPTL4	1
ANKH	1
ANKHD1	1
ANKRA2	1
ANKRD11	1
ANKRD12	1
ANKRD13C	1
ANKRD18A	1
ANKRD23	1
ANKRD27	1
ANKRD30A	1
ANKRD35	1
ANKRD39	1
ANKRD44	1
ANKRD52	1
ANKRD65	1
ANKRD66	1
ANO4	1
ANXA5	1
ANXA6	1
AP1B1	1
AP1G1	1
AP1M1	1
AP3D1	1
AP3M1	1
AP3S1	1
AP4B1	1
APC2	1
APCDD1L	1
APEX1	1
APH1A	1
APIP	1
APLNR	1
APMAP	1
APOB	1
APOBEC3C	1
APOBR	1
APOH	1
APOL1	1
APOLD1	1
APOM	1
APRT	1
AQP2	1
AQR	1
ARC	1
AREG	1
ARF5	1
ARG1	1
ARHGAP1	1
ARHGAP15	1
ARHGAP17	1
ARHGAP18	1
ARHGAP19	1
ARHGAP20	1
ARHGAP30	1
ARHGAP4	1
ARHGAP45	1
ARHGEF25	1
ARHGEF3	1
ARHGEF39	1
ARHGEF40	1
ARHGEF5	1
ARID1A	1
ARID3C	1
ARID4A	1
ARID5B	1
ARIH2OS	1
ARL13A	1
ARL2BP	1
ARL4D	1
ARL5B	1
ARL5C	1
ARL6	1
ARL8A	1
ARMC1	1
ARMC12	1
ARMC2	1
ARMC3	1
ARMCX3	1
ARMH4	1
ARNTL	1
ARPC2	1
ARPC5	1
ARPIN	1
ARR3	1
ARRDC4	1
ARSB	1
ARSH	1
ART5	1
ASAH1	1
ASAH2	1
ASAP2	1
ASB10	1
ASB15	1
ASCL1	1
ASCL3	1
ASIC2	1
ASIC3	1
ASMT	1
ASNSD1	1
ASPM	1
ASTL	1
ASTN2	1
ATAD3B	1
ATAD3C	1
ATAT1	1
ATCAY	1
ATE1	1
ATG13	1
ATG4A	1
ATP13A1	1
ATP13A5	1
ATP5MC2	1
ATP5MK	1
ATP5PF	1
ATP6V0A1	1
ATP6V0B	1
ATP6V0C	1
ATP6V0E2	1
ATP6V1D	1
ATP6V1G1	1
ATP6V1G2	1
ATP6V1H	1
ATP7B	1
ATRAID	1
ATRNL1	1
ATXN2	1
ATXN7L1	1
AURKC	1
AVPR1B	1
AWAT1	1
AXIN1	1
AZGP1	1
AZIN2	1
B3GALT4	1
B3GALT5	1
B3GALT6	1
B3GAT2	1
B3GNT8	1
B4GALT2	1
B4GAT1	1
BACH1	1
BAD	1
BARD1	1
BAZ1B	1
BAZ2A	1
BBLN	1
BBS12	1
BBS2	1
BBS9	1
BCAN	1
BCAP31	1
BCAR1	1
BCAS2	1
BCAS3	1
BCAS4	1
BCKDHA	1
BCL11A	1
BCL2L14	1
BCL6B	1
BCL7A	1
BCL9L	1
BCLAF3	1
BCOR	1
BDKRB1	1
BDP1	1
BECN1	1
BEST1	1
BFAR	1
BGLAP	1
BHLHA15	1
BIRC6	1
BIRC7	1
BLM	1
BLNK	1
BLOC1S5	1
BMF	1
BMP1	1
BMP10	1
BMP3	1
BMP4	1
BMP6	1
BMPER	1
BMPR1A	1
BMPR1B	1
BMS1	1
BNC2	1
BNIP1	1
BNIPL	1
BOC	1
BOK	1
BPHL	1
BPIFB1	1
BRAF	1
BRCA1	1
BRCA2	1
BRD3	1
BRD4	1
BRD7	1
BRPF3	1
BRS3	1
BSG	1
BTAF1	1
BTBD1	1
BTBD11	1
BTBD6	1
BTBD8	1
BTF3	1
BTLA	1
BTN2A1	1
BTN2A2	1
BUB1B	1
C10orf113	1
C10orf55	1
C11orf45	1
C11orf58	1
C11orf91	1
C11orf94	1
C12orf29	1
C12orf50	1
C12orf57	1
C14orf93	1
C16orf46	1
C16orf72	1
C16orf74	1
C16orf78	1
C16orf87	1
C16orf95	1
C17orf64	1
C17orf97	1
C17orf98	1
C19orf38	1
C19orf44	1
C19orf53	1
C19orf67	1
C19orf71	1
C1orf100	1
C1orf141	1
C1orf198	1
C1orf35	1
C1orf43	1
C1orf68	1
C1orf74	1
C1QB	1
C1QBP	1
C1QL1	1
C1QL2	1
C1QTNF1	1
C1QTNF6	1
C1QTNF7	1
C2	1
C22orf46	1
C2CD2	1
C2CD4B	1
C2CD5	1
C2orf50	1
C2orf88	1
C3	1
C3AR1	1
C3orf20	1
C3orf36	1
C3orf62	1
C3orf80	1
C3orf84	1
C4BPA	1
C4BPB	1
C4orf45	1
C4orf48	1
C5orf46	1
C6orf136	1
C6orf15	1
C6orf47	1
C6orf52	1
C6orf62	1
C7orf33	1
C7orf57	1
C8G	1
C8orf33	1
C9	1
C9orf116	1
C9orf131	1
C9orf40	1
C9orf47	1
C9orf85	1
CA11	1
CA13	1
CA2	1
CA3	1
CA4	1
CA5A	1
CA7	1
CAAP1	1
CAB39	1
CACNA1D	1
CACNA1G	1
CACNA2D2	1
CACNB1	1
CACNG1	1
CACNG8	1
CACUL1	1
CADM2	1
CADM4	1
CADPS	1
CALCA	1
CALCB	1
CALCRL	1
CALHM1	1
CALM1	1
CALM2	1
CALML3	1
CALML4	1
CALML6	1
CALU	1
CAMK1	1
CAMK1G	1
CAMK2A	1
CAMK2D	1
CAMK2G	1
CAMKK1	1
CAMKMT	1
CAMP	1
CAMTA1	1
CAND2	1
CANX	1
CAPN15	1
CAPN6	1
CAPS2	1
CAPZA1	1
CAPZA2	1
CAPZA3	1
CARD14	1
CARD19	1
CARNMT1	1
CARS1	1
CARTPT	1
CASKIN2	1
CASR	1
CASS4	1
CAST	1
CASTOR1	1
CASTOR3	1
CATSPERD	1
CATSPERE	1
CATSPERG	1
CAVIN3	1
CBARP	1
CBLN1	1
CBR4	1
CBX4	1
CC2D1B	1
CC2D2B	1
CCDC103	1
CCDC105	1
CCDC112	1
CCDC12	1
CCDC126	1
CCDC134	1
CCDC137	1
CCDC138	1
CCDC144NL	1
CCDC180	1
CCDC181	1
CCDC189	1
CCDC190	1
CCDC24	1
CCDC25	1
CCDC33	1
CCDC34	1
CCDC39	1
CCDC42	1
CCDC59	1
CCDC6	1
CCDC62	1
CCDC70	1
CCDC71	1
CCDC71L	1
CCDC82	1
CCDC85A	1
CCDC85B	1
CCDC87	1
CCDC88B	1
CCDC88C	1
CCDC96	1
CCDC97	1
CCER1	1
CCL14	1
CCL18	1
CCL20	1
CCL21	1
CCL22	1
CCL23	1
CCL24	1
CCN3	1
CCN5	1
CCNC	1
CCND1	1
CCNF	1
CCNJ	1
CCNT1	1
CCNY	1
CCR10	1
CCR4	1
CCR7	1
CCR8	1
CCSAP	1
CCSER2	1
CCT2	1
CCT5	1
CCT8	1
CD151	1
CD164	1
CD1B	1
CD2	1
CD209	1
CD226	1
CD244	1
CD247	1
CD276	1
CD28	1
CD2BP2	1
CD300C	1
CD300LD	1
CD300LF	1
CD53	1
CD55	1
CD6	1
CD68	1
CD69	1
CD7	1
CD81	1
CD86	1
CD9	1
CDC20B	1
CDC23	1
CDC25A	1
CDC42	1
CDC42SE1	1
CDC42SE2	1
CDH12	1
CDIPT	1
CDK19	1
CDK6	1
CDK9	1
CDKL3	1
CDKL4	1
CDKN1C	1
CDKN2A	1
CDKN2AIPNL	1
CDKN2C	1
CDR1	1
CDRT15L2	1
CDV3	1
CEACAM7	1
CEBPB	1
CEBPG	1
CELA2B	1
CELF2	1
CELF4	1
CELF5	1
CELSR3	1
CENPA	1
CENPE	1
CENPN	1
CEP104	1
CEP170	1
CEP170B	1
CEP41	1
CEP95	1
CEP97	1
CER1	1
CERS2	1
CERS5	1
CES4A	1
CES5A	1
CETN1	1
CFAP210	1
CFAP36	1
CFAP46	1
CFAP53	1
CFAP65	1
CFAP70	1
CFAP73	1
CFAP97D1	1
CFH	1
CFL1	1
CFP	1
CGREF1	1
CGRRF1	1
CH25H	1
CHAC1	1
CHAF1B	1
CHAMP1	1
CHCHD7	1
CHD1	1
CHD2	1
CHD3	1
CHD7	1
CHD8	1
CHEK1	1
CHGA	1
CHI3L1	1
CHIA	1
CHIT1	1
CHKA	1
CHML	1
CHMP1A	1
CHMP3	1
CHMP4A	1
CHP2	1
CHPF	1
CHRM3	1
CHRNB1	1
CHRNE	1
CHST13	1
CHST4	1
CHST6	1
CHST9	1
CHSY3	1
CIAPIN1	1
CIB4	1
CISD2	1
CISH	1
CITED4	1
CIZ1	1
CLASRP	1
CLC	1
CLCA1	1
CLCN1	1
CLCN4	1
CLCNKA	1
CLDN11	1
CLDN12	1
CLDN15	1
CLDN16	1
CLDN19	1
CLDN23	1
CLDN5	1
CLEC12A	1
CLEC2B	1
CLEC2L	1
CLEC3B	1
CLEC4C	1
CLEC4E	1
CLEC4F	1
CLEC4G	1
CLEC5A	1
CLEC6A	1
CLEC7A	1
CLIC6	1
CLLU1-AS1	1
CLMN	1
CLPS	1
CLPX	1
CLRN1	1
CLTC	1
CLUH	1
CLVS1	1
CMAS	1
CMBL	1
CMC4	1
CMTM7	1
CMTR1	1
CNBP	1
CNDP1	1
CNEP1R1	1
CNKSR2	1
CNMD	1
CNN1	1
CNN2	1
CNNM1	1
CNOT1	1
CNOT11	1
CNOT6	1
CNPPD1	1
CNPY1	1
CNPY4	1
CNRIP1	1
CNTD1	1
CNTN1	1
CNTN6	1
CNTNAP1	1
CNTNAP3	1
CNTNAP3B	1
CNTNAP5	1
CNTROB	1
COA4	1
COA6	1
COASY	1
COG1	1
COG2	1
COIL	1
COL10A1	1
COL11A1	1
COL14A1	1
COL16A1	1
COL21A1	1
COL28A1	1
COL5A1	1
COL7A1	1
COL9A2	1
COLGALT1	1
COLGALT2	1
COMMD1	1
COMMD10	1
COMP	1
COMT	1
COMTD1	1
COQ3	1
COQ6	1
COQ7	1
COQ9	1
COTL1	1
COX15	1
CP	1
CPA5	1
CPA6	1
CPD	1
CPEB1	1
CPLX4	1
CPN1	1
CPNE1	1
CPNE2	1
CPNE3	1
CPNE8	1
CPSF2	1
CPSF3	1
CPSF7	1
CPVL	1
CR1L	1
CRACD	1
CRACR2A	1
CRAT	1
CRB3	1
CRCP	1
CREB5	1
CREBBP	1
CREG1	1
CRIM1	1
CRIPAK	1
CRIPT	1
CRISP2	1
CRK	1
CROCC	1
CRTAC1	1
CRYBA1	1
CRYGC	1
CRYZL1	1
CSDE1	1
CSF3	1
CSKMT	1
CSMD2	1
CSN2	1
CSNK1D	1
CSNK2A1	1
CSNK2A2	1
CST1	1
CST9L	1
CSTF1	1
CTCFL	1
CTDNEP1	1
CTDSPL	1
CTHRC1	1
CTIF	1
CTNNA1	1
CTNNBIP1	1
CTRL	1
CTSA	1
CTSG	1
CTTNBP2	1
CTXN1	1
CUL1	1
CUL2	1
CUTC	1
CWC22	1
CX3CL1	1
CXCL14	1
CXCL3	1
CXCR3	1
CXorf38	1
CXXC4	1
CYB561D1	1
CYB561D2	1
CYB5B	1
CYB5R3	1
CYBB	1
CYBC1	1
CYLC1	1
CYP17A1	1
CYP2C19	1
CYP2C9	1
CYP2U1	1
CYP3A7	1
CYP51A1	1
CYP7B1	1
CYREN	1
CYS1	1
CYSTM1	1
CYTH4	1
CYTIP	1
DACH2	1
DACT2	1
DAGLA	1
DALRD3	1
DAPL1	1
DAPP1	1
DAXX	1
DBF4	1
DBNDD1	1
DBR1	1
DBT	1
DCAF4L1	1
DCAF5	1
DCAKD	1
DCHS1	1
DCLK2	1
DCLK3	1
DCTN2	1
DCTN4	1
DCTN6	1
DCUN1D2	1
DCUN1D3	1
DCX	1
DCXR	1
DDAH2	1
DDHD1	1
DDI2	1
DDIAS	1
DDX19A	1
DDX23	1
DDX27	1
DDX50	1
DDX51	1
DDX54	1
DDX59	1
DDX6	1
DECR2	1
DEF8	1
DEFA5	1
DEFB1	1
DEFB113	1
DEFB128	1
DEFB132	1
DEGS2	1
DENND10	1
DENND4C	1
DENND6A	1
DENR	1
DEPP1	1
DERL3	1
DEXI	1
DGCR2	1
DGKI	1
DGKZ	1
DHCR24	1
DHRS11	1
DHRS7B	1
DHX34	1
DHX35	1
DHX37	1
DHX40	1
DHX57	1
DIAPH2	1
DIPK1B	1
DIRAS3	1
DIS3	1
DIS3L2	1
DLEC1	1
DLG3	1
DLG4	1
DLGAP1	1
DLGAP2	1
DLL4	1
DLX2	1
DLX6	1
DMAC2L	1
DMBT1	1
DMBX1	1
DNAH2	1
DNAI2	1
DNAI4	1
DNAJA1	1
DNAJA2	1
DNAJA3	1
DNAJC12	1
DNAJC18	1
DNAJC21	1
DNAJC22	1
DNAJC24	1
DNAJC5G	1
DNAJC8	1
DNASE2	1
DNASE2B	1
DNM2	1
DNPH1	1
DOCK2	1
DOCK4	1
DOCK5	1
DOCK8	1
DOCK9	1
DPH2	1
DPH3	1
DPH6	1
DPM2	1
DPP7	1
DPPA5	1
DPY19L3	1
DPYS	1
DPYSL2	1
DPYSL3	1
DPYSL5	1
DQX1	1
DRAM1	1
DTD1	1
DTX1	1
DTX3	1
DUSP15	1
DUSP16	1
DUSP21	1
DUSP28	1
DUSP29	1
DUSP4	1
DUT	1
DVL1	1
DVL2	1
DYNAP	1
DYNC1I2	1
DYNC1LI2	1
DYNC2I1	1
DYNC2LI1	1
DYNLT5	1
DYRK1B	1
DYRK2	1
DYRK3	1
DZIP1	1
E4F1	1
EARS2	1
EBF1	1
EBP	1
ECT2L	1
EDARADD	1
EDEM3	1
EDF1	1
EDRF1	1
EEF1A2	1
EEF2K	1
EEFSEC	1
EEPD1	1
EFCAB13	1
EFCAB14	1
EFCAB3	1
EFCAB5	1
EFCAB7	1
EFCAB9	1
EFEMP1	1
EFHB	1
EFHC1	1
EFL1	1
EGFR	1
EHBP1	1
EHD1	1
EIF1AX	1
EIF1B	1
EIF2AK4	1
EIF2B1	1
EIF2S1	1
EIF3L	1
EIF4A2	1
EIF4EBP3	1
EIF5A2	1
EIF5AL1	1
EIPR1	1
ELANE	1
ELAVL3	1
ELFN1	1
ELK3	1
ELK4	1
ELL	1
ELL3	1
ELMO1	1
ELMOD3	1
ELOA	1
ELOF1	1
ELSPBP1	1
EMB	1
EMC1	1
EMC10	1
EMC2	1
EMC3	1
EMC4	1
EMC8	1
EMCN	1
EML4	1
EMSY	1
EMX1	1
EN1	1
ENAM	1
ENDOG	1
ENOPH1	1
ENOSF1	1
ENOX1	1
ENPP1	1
ENPP4	1
ENPP6	1
ENSA	1
ENTPD1	1
ENTPD4	1
ENTPD8	1
ENY2	1
EOGT	1
EOMES	1
EPAS1	1
EPB41L2	1
EPCAM	1
EPHA3	1
EPHB3	1
EPM2A	1
EPN2	1
EPN3	1
EPOR	1
EPS15L1	1
EPS8	1
EPSTI1	1
EPX	1
EPYC	1
ERAP2	1
ERBB2	1
ERC2	1
ERCC3	1
ERCC4	1
ERICH3	1
ERICH6B	1
ERLIN2	1
ERMAP	1
ERN1	1
ERO1A	1
ESCO1	1
ESD	1
ESPNL	1
ESRP1	1
ESRP2	1
ESRRA	1
ETF1	1
ETV1	1
EVA1A	1
EVC	1
EVL	1
EVPL	1
EXO1	1
EXO5	1
EXOC5	1
EXOC6	1
EXOG	1
EXOSC1	1
EXOSC5	1
EXOSC6	1
EXOSC7	1
EXT1	1
EXTL2	1
EXTL3	1
EZH2	1
F11	1
F2RL2	1
F7	1
F9	1
FAAH	1
FAAH2	1
FAAP20	1
FADD	1
FADS6	1
FAHD1	1
FAIM	1
FAM102A	1
FAM117A	1
FAM120AOS	1
FAM120C	1
FAM124A	1
FAM124B	1
FAM13C	1
FAM149A	1
FAM168A	1
FAM174C	1
FAM184B	1
FAM189A1	1
FAM193A	1
FAM209B	1
FAM20B	1
FAM216B	1
FAM217A	1
FAM234A	1
FAM241A	1
FAM50A	1
FAM53A	1
FAM71C	1
FAM71D	1
FAM71F1	1
FAM76A	1
FAM78B	1
FAM83C	1
FAM91A1	1
FANCB	1
FANCE	1
FANCG	1
FANCI	1
FANCM	1
FARP1	1
FARS2	1
FARSA	1
FASTKD2	1
FATE1	1
FAXDC2	1
FBF1	1
FBLN5	1
FBN3	1
FBXL12	1
FBXL14	1
FBXL2	1
FBXL4	1
FBXO11	1
FBXO17	1
FBXO28	1
FBXO30	1
FBXO32	1
FBXO34	1
FBXO39	1
FBXO42	1
FBXO43	1
FBXO48	1
FBXW10	1
FBXW2	1
FCGR3A	1
FCGRT	1
FCRL6	1
FDFT1	1
FDXR	1
FEM1A	1
FER	1
FER1L6	1
FEV	1
FEZF2	1
FGA	1
FGF13	1
FGF19	1
FGF21	1
FGF22	1
FGF3	1
FGF8	1
FGFBP2	1
FGFR2	1
FGL2	1
FGR	1
FHDC1	1
FIGNL1	1
FIS1	1
FKBP10	1
FKBP11	1
FKBP15	1
FKBP2	1
FLACC1	1
FLCN	1
FLNA	1
FLOT1	1
FLT3	1
FMC1	1
FMN1	1
FMNL2	1
FMR1	1
FMR1NB	1
FNBP1L	1
FNDC3B	1
FNDC4	1
FNDC7	1
FNDC8	1
FNIP1	1
FNTB	1
FOCAD	1
FOSL2	1
FOXE1	1
FOXE3	1
FOXG1	1
FOXJ2	1
FOXO3	1
FOXR2	1
FOXRED2	1
FPGT	1
FRAT1	1
FRAT2	1
FRG1	1
FRMD4A	1
FRS2	1
FSCN2	1
FSD1	1
FSHR	1
FSTL4	1
FTO	1
FUBP1	1
FUBP3	1
FUNDC1	1
FUT1	1
FUT10	1
FUT2	1
FXR1	1
FXYD1	1
FYB1	1
FYCO1	1
FYTTD1	1
FZD2	1
FZD6	1
GAA	1
GAB3	1
GABBR1	1
GABRB1	1
GABRP	1
GAD2	1
GADD45A	1
GADD45B	1
GADD45G	1
GAK	1
GAL3ST1	1
GAL3ST4	1
GALNS	1
GALNT1	1
GALNT4	1
GALNT5	1
GALNT9	1
GALNTL6	1
GALR3	1
GAN	1
GAP43	1
GAPDH	1
GAPVD1	1
GAS2	1
GAS7	1
GAST	1
GATA5	1
GATAD1	1
GBP1	1
GBP7	1
GCGR	1
GCH1	1
GCKR	1
GCLC	1
GCLM	1
GCM2	1
GCNT2	1
GCSAM	1
GDF11	1
GDPD3	1
GDPD5	1
GEM	1
GEMIN4	1
GEN1	1
GFI1B	1
GFOD2	1
GFRA2	1
GFUS	1
GGA2	1
GGA3	1
GGNBP2	1
GGTLC1	1
GH1	1
GH2	1
GHRHR	1
GHRL	1
GHSR	1
GID4	1
GID8	1
GIMAP2	1
GIMAP6	1
GINS2	1
GINS4	1
GIPC1	1
GJA1	1
GJB5	1
GK	1
GLB1	1
GLI4	1
GLIPR1L2	1
GLIPR2	1
GLP2R	1
GLRA1	1
GLRA2	1
GLRB	1
GLRX	1
GLT8D2	1
GLUL	1
GLYATL3	1
GLYCTK	1
GM2A	1
GMIP	1
GML	1
GMPPB	1
GMPS	1
GNA11	1
GNA13	1
GNAS	1
GNAT3	1
GNB1	1
GNB1L	1
GNG3	1
GNGT2	1
GNLY	1
GNPDA1	1
GNPTG	1
GNRH1	1
GNS	1
GOLGA1	1
GOLGA4	1
GOLGB1	1
GOLIM4	1
GOLPH3L	1
GOSR2	1
GOT1	1
GP1BA	1
GP1BB	1
GPAA1	1
GPATCH1	1
GPATCH3	1
GPATCH8	1
GPBP1	1
GPBP1L1	1
GPC1	1
GPD1L	1
GPHN	1
GPN3	1
GPR132	1
GPR137B	1
GPR151	1
GPR155	1
GPR156	1
GPR17	1
GPR176	1
GPR179	1
GPR182	1
GPR19	1
GPR20	1
GPR3	1
GPR37L1	1
GPR4	1
GPR61	1
GPR82	1
GPR84	1
GPRASP1	1
GPRIN3	1
GPS1	1
GPS2	1
GPSM2	1
GPT	1
GPT2	1
GPX4	1
GRAMD1A	1
GRAMD1C	1
GRAMD2B	1
GREM1	1
GRIK4	1
GRIN3A	1
GRIN3B	1
GRIPAP1	1
GRK3	1
GRK6	1
GRPEL2	1
GRWD1	1
GSDME	1
GSE1	1
GSG1	1
GSK3A	1
GSKIP	1
GSTA4	1
GSTK1	1
GSTM2	1
GSTM4	1
GSTM5	1
GTF2E1	1
GTF2H1	1
GTF2H3	1
GTF2H4	1
GTF3C1	1
GTF3C4	1
GTF3C5	1
GTPBP3	1
GUCA1B	1
GUCY2C	1
GUCY2F	1
GUSB	1
GZMK	1
H1-6	1
H2AC12	1
H2AC20	1
H2AC6	1
H2AC8	1
H2BC1	1
H2BU1	1
H3C4	1
H4-16	1
H4C1	1
H4C3	1
H4C5	1
H4C9	1
HACD4	1
HACE1	1
HARS1	1
HAS3	1
HASPIN	1
HAUS2	1
HAUS4	1
HAUS5	1
HAUS7	1
HAVCR1	1
HAVCR2	1
HCFC1	1
HDAC2	1
HDAC3	1
HDGFL1	1
HDHD2	1
HEATR5B	1
HEATR6	1
HEATR9	1
HEBP2	1
HECTD1	1
HELB	1
HELZ2	1
HEPN1	1
HERPUD1	1
HERPUD2	1
HES1	1
HES2	1
HES3	1
HES4	1
HES5	1
HEXB	1
HEXIM2	1
HEY1	1
HFM1	1
HGF	1
HGFAC	1
HHAT	1
HHIPL1	1
HIBADH	1
HIC2	1
HID1	1
HIF3A	1
HIGD2A	1
HINT1	1
HINT2	1
HINT3	1
HIRA	1
HIVEP3	1
HJURP	1
HJV	1
HK2	1
HLA-DOA	1
HLA-DQB2	1
HLA-DRB5	1
HLA-F	1
HMBOX1	1
HMGCS2	1
HMSD	1
HNF4A	1
HNF4G	1
HNRNPA1	1
HNRNPA2B1	1
HNRNPR	1
HOMER3	1
HOOK2	1
HORMAD1	1
HOXA3	1
HOXB2	1
HOXB4	1
HOXB5	1
HOXB9	1
HOXC9	1
HOXD10	1
HOXD4	1
HPCA	1
HPD	1
HPDL	1
HPGDS	1
HPS6	1
HPX	1
HS2ST1	1
HS3ST2	1
HS3ST6	1
HSCB	1
HSD17B2	1
HSD3B2	1
HSF5	1
HSPA12A	1
HSPA2	1
HSPB6	1
HSPB9	1
HSPBAP1	1
HSPE1	1
HTR2A	1
HTR3A	1
HTR3B	1
HTR4	1
HTRA2	1
HUS1B	1
HYAL3	1
HYLS1	1
IAH1	1
IARS1	1
ICAM1	1
ICAM2	1
ICAM4	1
ICAM5	1
ICE1	1
ICMT	1
ICOS	1
IDH1	1
IDS	1
IFI27L1	1
IFI27L2	1
IFI35	1
IFNA10	1
IFNLR1	1
IFRD2	1
IFT52	1
IFT74	1
IFT88	1
IGF2R	1
IGFBP5	1
IGFBP7	1
IGHMBP2	1
IGIP	1
IGSF5	1
IKBKE	1
IL16	1
IL17B	1
IL17RC	1
IL17RD	1
IL1RAPL1	1
IL1RAPL2	1
IL22	1
IL22RA2	1
IL27	1
IL36G	1
IL37	1
IL5	1
IL6	1
IL6R	1
IL6ST	1
ILDR1	1
IMMP2L	1
IMPACT	1
INA	1
INCA1	1
ING4	1
ING5	1
INHBE	1
INKA1	1
INO80	1
INO80D	1
INPP4B	1
INPP5F	1
INSC	1
INSIG2	1
INTS12	1
INTS9	1
IPO9	1
IQCC	1
IQSEC2	1
IRAG1	1
IRAK2	1
IRAK4	1
IRF4	1
IRF6	1
ISCA2	1
ISCU	1
ISG20L2	1
ISL2	1
ISOC1	1
ISYNA1	1
ITCH	1
ITFG1	1
ITFG2	1
ITGA10	1
ITGA5	1
ITGA6	1
ITGAD	1
ITGAE	1
ITGAX	1
ITGB5	1
ITGB8	1
ITIH1	1
ITIH4	1
ITPR2	1
ITPRID1	1
ITPRID2	1
ITPRIP	1
ITSN1	1
ITSN2	1
IVD	1
IVNS1ABP	1
IWS1	1
JAG1	1
JAKMIP3	1
JCAD	1
JKAMP	1
JOSD1	1
JPH3	1
JTB	1
JUNB	1
KANK3	1
KATNA1	1
KATNAL1	1
KATNB1	1
KATNBL1	1
KBTBD2	1
KBTBD6	1
KBTBD7	1
KCNA1	1
KCNA4	1
KCNC4	1
KCNE5	1
KCNH1	1
KCNH5	1
KCNH7	1
KCNH8	1
KCNJ2	1
KCNJ9	1
KCNK16	1
KCNK17	1
KCNK4	1
KCNK5	1
KCNMB1	1
KCNMB3	1
KCNMB4	1
KCNN4	1
KCNQ2	1
KCTD15	1
KCTD17	1
KCTD18	1
KCTD2	1
KCTD3	1
KCTD6	1
KDELR3	1
KDM1A	1
KDM8	1
KHDC1L	1
KHDRBS3	1
KIAA0319L	1
KIAA0825	1
KIAA0895	1
KIAA0895L	1
KIAA0930	1
KIAA1109	1
KIAA1210	1
KIAA1958	1
KIF13A	1
KIF1A	1
KIF20A	1
KIF24	1
KIF2B	1
KIF4A	1
KIF4B	1
KIR2DL3	1
KIR3DL2	1
KIRREL2	1
KISS1	1
KLB	1
KLC3	1
KLC4	1
KLF1	1
KLF13	1
KLF16	1
KLF17	1
KLF3	1
KLF8	1
KLHDC3	1
KLHL15	1
KLHL2	1
KLHL24	1
KLHL33	1
KLHL34	1
KLHL35	1
KLHL38	1
KLHL4	1
KLK5	1
KLK6	1
KLK9	1
KLRC3	1
KLRF1	1
KMT2E	1
KPNA3	1
KRBA2	1
KRBOX5	1
KREMEN2	1
KRT1	1
KRT10	1
KRT10-AS1	1
KRT12	1
KRT14	1
KRT15	1
KRT19	1
KRT222	1
KRT26	1
KRT32	1
KRT74	1
KRT9	1
KRTAP19-6	1
KRTAP19-7	1
KRTAP20-1	1
KRTAP24-1	1
KRTAP27-1	1
KRTAP29-1	1
KRTAP3-3	1
KRTAP5-1	1
KRTAP5-2	1
KRTAP5-3	1
KRTAP5-8	1
KRTAP6-1	1
KRTAP9-9	1
KRTCAP3	1
KSR1	1
KYAT1	1
L3MBTL2	1
LAMB2	1
LAMP1	1
LAMTOR3	1
LANCL2	1
LAP3	1
LARGE2	1
LARP1	1
LARP6	1
LASP1	1
LAT2	1
LATS2	1
LBR	1
LCA5L	1
LCAT	1
LCE3B	1
LCE3C	1
LCE6A	1
LCMT2	1
LCN8	1
LCNL1	1
LCORL	1
LCP1	1
LCP2	1
LDHB	1
LDLRAD3	1
LDLRAP1	1
LECT2	1
LEF1	1
LEMD2	1
LEPROTL1	1
LEXM	1
LGALS4	1
LGI1	1
LGMN	1
LGR4	1
LGR6	1
LHFPL1	1
LHFPL2	1
LHFPL4	1
LHX5	1
LIAS	1
LIFR	1
LIG4	1
LILRB1	1
LIM2	1
LIMCH1	1
LIMK1	1
LIN7A	1
LINC02694	1
LINC02898	1
LINGO1	1
LINGO4	1
LIPC	1
LIPF	1
LIPG	1
LIPJ	1
LIPT1	1
LLCFC1	1
LLGL1	1
LMAN1	1
LMAN2L	1
LMBR1	1
LMBR1L	1
LMF1	1
LMNA	1
LMNB1	1
LMOD2	1
LMTK2	1
LONP1	1
LONRF2	1
LPAR2	1
LPAR5	1
LPCAT1	1
LPCAT2	1
LPCAT4	1
LRCH4	1
LRGUK	1
LRIF1	1
LRIG2	1
LRP10	1
LRP3	1
LRPAP1	1
LRRC10B	1
LRRC36	1
LRRC38	1
LRRC3B	1
LRRC4	1
LRRC41	1
LRRC47	1
LRRC4B	1
LRRC4C	1
LRRC59	1
LRRC71	1
LRRC73	1
LRRC75A	1
LRRC8C	1
LRRFIP2	1
LRRIQ1	1
LRRIQ4	1
LRRK1	1
LRTM1	1
LRTOMT	1
LRWD1	1
LSM14B	1
LSM2	1
LSM4	1
LSMEM1	1
LSMEM2	1
LSR	1
LSS	1
LTC4S	1
LUZP1	1
LUZP4	1
LXN	1
LY86	1
LY96	1
LYPLA1	1
LYSMD2	1
LYSMD3	1
LYST	1
LYZ	1
LYZL4	1
LZTFL1	1
LZTS2	1
MAB21L3	1
MACC1	1
MACIR	1
MAD2L1BP	1
MAD2L2	1
MAEA	1
MAF	1
MAFF	1
MAGEA1	1
MAGEA10	1
MAGEB1	1
MAGED1	1
MAGED2	1
MAGI1	1
MAGT1	1
MAK16	1
MAMDC2	1
MAML3	1
MAN1A1	1
MAN1B1	1
MAN1C1	1
MAN2A1	1
MAN2B2	1
MANBA	1
MANF	1
MANSC1	1
MAP1LC3A	1
MAP1S	1
MAP2K1	1
MAP2K3	1
MAP2K4	1
MAP2K6	1
MAP2K7	1
MAP3K1	1
MAP3K3	1
MAP3K7CL	1
MAPK1	1
MAPK10	1
MAPK15	1
MAPK1IP1L	1
MAPK7	1
MAPK8	1
MAPKAPK5	1
MAPRE2	1
MAPT	1
MAST3	1
MAT2A	1
MATN1	1
MATN2	1
MATR3	1
MAX	1
MAZ	1
MBD1	1
MBD3	1
MBL2	1
MBLAC2	1
MBNL2	1
MBOAT2	1
MBOAT4	1
MC2R	1
MC3R	1
MC5R	1
MCF2	1
MCFD2	1
MCM3	1
MCM4	1
MCM9	1
MCRIP1	1
MCTP2	1
MDFI	1
MDH1	1
MDM1	1
ME2	1
MEAF6	1
MED12	1
MED14	1
MED16	1
MED19	1
MED31	1
MED8	1
MEFV	1
MEIG1	1
MEIS1	1
MEMO1	1
MEOX1	1
MEOX2	1
MEP1B	1
METAP1D	1
METRN	1
METTL14	1
METTL15	1
METTL16	1
METTL21A	1
METTL4	1
METTL6	1
MEX3C	1
MFAP1	1
MFAP3L	1
MFAP4	1
MFAP5	1
MFSD1	1
MFSD14B	1
MFSD6	1
MGAT1	1
MGAT2	1
MGAT4D	1
MGAT5	1
MGRN1	1
MIA3	1
MIB2	1
MICA	1
MICAL1	1
MICALL1	1
MID1IP1	1
MIDN	1
MIF4GD	1
MIGA2	1
MIOX	1
MIP	1
MIPEP	1
MIS12	1
MIS18A	1
MIXL1	1
MKRN2	1
MKRN2OS	1
MLEC	1
MLH1	1
MLLT1	1
MMADHC	1
MMP13	1
MMP16	1
MMP21	1
MMP23B	1
MMP25	1
MMP26	1
MMP9	1
MMS22L	1
MMUT	1
MN1	1
MNAT1	1
MOB4	1
MOCOS	1
MOGS	1
MOK	1
MON1A	1
MON2	1
MORC3	1
MORN3	1
MOSPD2	1
MOSPD3	1
MPC2	1
MPHOSPH9	1
MPI	1
MPIG6B	1
MPND	1
MPO	1
MPP1	1
MPP2	1
MPP4	1
MPP7	1
MPPED1	1
MPST	1
MPV17	1
MPV17L2	1
MRAP	1
MRC2	1
MRGBP	1
MRGPRF	1
MRGPRG	1
MROH6	1
MROH7	1
MRPL15	1
MRPL23	1
MRPL28	1
MRPL41	1
MRPL46	1
MRPL49	1
MRPL55	1
MRPS15	1
MRPS33	1
MRPS36	1
MRPS9	1
MS4A1	1
MS4A5	1
MS4A7	1
MSANTD2	1
MSANTD3	1
MSC	1
MSH3	1
MSH6	1
MSI1	1
MSL1	1
MSL2	1
MSMP	1
MSRA	1
MSRB2	1
MSRB3	1
MT1B	1
MTAP	1
MTBP	1
MTERF1	1
MTERF2	1
MTERF3	1
MTHFD1L	1
MTHFSD	1
MTMR11	1
MTMR4	1
MTR	1
MTSS1	1
MTSS2	1
MTURN	1
MTX2	1
MUC21	1
MUTYH	1
MX1	1
MXD1	1
MXRA7	1
MXRA8	1
MYB	1
MYBL1	1
MYC	1
MYCBPAP	1
MYCN	1
MYCT1	1
MYDGF	1
MYEF2	1
MYF5	1
MYH1	1
MYH11	1
MYH14	1
MYH8	1
MYH9	1
MYL12B	1
MYL2	1
MYL3	1
MYL6B	1
MYLK	1
MYLPF	1
MYNN	1
MYO16	1
MYO19	1
MYO1D	1
MYO1E	1
MYO1F	1
MYO1G	1
MYO3B	1
MYO5A	1
MYOC	1
MYRIP	1
MYSM1	1
MZB1	1
NAA25	1
NAA50	1
NAALADL1	1
NACA	1
NAIF1	1
NALCN	1
NALF2	1
NANOS3	1
NANS	1
NAP1L1	1
NAP1L2	1
NAPEPLD	1
NAPRT	1
NARF	1
NARS1	1
NARS2	1
NAT10	1
NAT14	1
NAT16	1
NAT8	1
NAT8L	1
NAV3	1
NAXE	1
NBEAL1	1
NBEAL2	1
NBN	1
NCAPG	1
NCAPH	1
NCBP3	1
NCDN	1
NCF1	1
NCK1	1
NCKAP5	1
NCOA7	1
NCOR1	1
NCOR2	1
NCR1	1
NDC80	1
NDEL1	1
NDRG4	1
NDST2	1
NDUFA1	1
NDUFA12	1
NDUFA4L2	1
NDUFAF1	1
NDUFAF6	1
NDUFAF8	1
NDUFB1	1
NDUFS1	1
NEBL	1
NECTIN1	1
NECTIN4	1
NEDD1	1
NEGR1	1
NEK1	1
NEK2	1
NEK3	1
NELFB	1
NELFCD	1
NETO2	1
NEUROD1	1
NEUROD4	1
NFE2L3	1
NFIB	1
NFKBID	1
NFRKB	1
NFU1	1
NFXL1	1
NFYB	1
NHLRC2	1
NHLRC3	1
NIBAN3	1
NIF3L1	1
NIPAL4	1
NIPSNAP3A	1
NKAP	1
NKD1	1
NKIRAS2	1
NKX2-2	1
NKX2-3	1
NKX3-2	1
NKX6-1	1
NLGN3	1
NLGN4X	1
NLK	1
NLN	1
NLRC5	1
NLRP14	1
NLRP3	1
NLRP6	1
NMBR	1
NME7	1
NMNAT2	1
NMUR2	1
NNAT	1
NOCT	1
NOD2	1
NOG	1
NOL4L	1
NOL6	1
NOL9	1
NONO	1
NOP10	1
NOP14	1
NOP53	1
NOPCHAP1	1
NOS3	1
NOSIP	1
NOTUM	1
NOX4	1
NOXA1	1
NPNT	1
NPPB	1
NPR3	1
NPY1R	1
NR1D2	1
NR1H3	1
NR1H4	1
NR2C2	1
NR2F1	1
NR6A1	1
NRAS	1
NRCAM	1
NRG2	1
NRIP1	1
NRP1	1
NRROS	1
NRSN2	1
NRXN3	1
NSDHL	1
NSF	1
NSMAF	1
NSUN4	1
NT5C1A	1
NT5C3A	1
NT5C3B	1
NT5DC2	1
NTAN1	1
NTMT1	1
NTMT2	1
NTN5	1
NTNG1	1
NTRK1	1
NUBPL	1
NUDT2	1
NUFIP2	1
NUP107	1
NUP153	1
NUP160	1
NUP205	1
NUP210	1
NUP214	1
NUP54	1
NUP62CL	1
NUP98	1
NUPR1	1
NUPR2	1
NUTF2	1
NUTM1	1
NWD1	1
NXF1	1
NXNL2	1
NXPH1	1
NXPH3	1
NYAP2	1
OAS2	1
OAT	1
OCEL1	1
ODF3B	1
OFD1	1
OGDH	1
OGFR	1
OGN	1
OIP5	1
OLA1	1
OLAH	1
OLFM1	1
OLFM2	1
OLFML2B	1
OLFML3	1
OMA1	1
ONECUT1	1
OOEP	1
OPHN1	1
OPN1LW	1
OPN3	1
OPRD1	1
OPTC	1
ORAI2	1
ORC1	1
ORM1	1
OSBPL2	1
OSGEP	1
OSR1	1
OTOF	1
OTP	1
OTUB2	1
OTUD6A	1
OTULIN	1
OTULINL	1
OVOL2	1
OXR1	1
P2RX4	1
P2RX5	1
P2RX6	1
P2RX7	1
P2RY10	1
P2RY11	1
P2RY8	1
PAAF1	1
PABIR2	1
PABPC3	1
PABPC4	1
PABPN1L	1
PACSIN2	1
PAIP2	1
PAK4	1
PALB2	1
PANK1	1
PANX2	1
PAPSS1	1
PAPSS2	1
PAQR5	1
PAQR6	1
PARD3	1
PARD3B	1
PARP1	1
PARP11	1
PARVG	1
PATL1	1
PATZ1	1
PAWR	1
PAX3	1
PBXIP1	1
PCBD2	1
PCBP2	1
PCBP4	1
PCDH11X	1
PCDH15	1
PCDH19	1
PCDH20	1
PCDHA11	1
PCDHA2	1
PCDHA8	1
PCDHAC1	1
PCDHB16	1
PCDHB2	1
PCDHB8	1
PCDHGA1	1
PCDHGA11	1
PCDHGA12	1
PCDHGB2	1
PCDHGB6	1
PCDHGC3	1
PCDHGC5	1
PCGF1	1
PCGF2	1
PCGF5	1
PCMTD2	1
PCNX3	1
PCP2	1
PCP4	1
PCSK5	1
PCYT1B	1
PDC	1
PDCD5	1
PDCD6	1
PDCL3	1
PDE1B	1
PDE3B	1
PDE6A	1
PDE6B	1
PDE6C	1
PDE6G	1
PDE6H	1
PDE7A	1
PDE7B	1
PDE8B	1
PDF	1
PDGFRA	1
PDGFRL	1
PDIA4	1
PDIA6	1
PDILT	1
PDK2	1
PDK3	1
PDLIM1	1
PDLIM4	1
PDLIM5	1
PDSS1	1
PDX1	1
PDXK	1
PDZD11	1
PEAR1	1
PEDS1	1
PEG10	1
PELP1	1
PEMT	1
PENK	1
PEPD	1
PER1	1
PFDN1	1
PFKFB1	1
PFKM	1
PGAM1	1
PGAM5	1
PGD	1
PGK1	1
PGLYRP3	1
PGP	1
PHACTR2	1
PHF11	1
PHF21A	1
PHF8	1
PHGDH	1
PHLDA1	1
PHOSPHO1	1
PHYH	1
PI4K2B	1
PIAS3	1
PIBF1	1
PIGA	1
PIGC	1
PIGF	1
PIGK	1
PIGW	1
PIK3AP1	1
PIK3C2A	1
PIK3CD	1
PIK3CG	1
PINX1	1
PIP	1
PITPNA	1
PITPNB	1
PITRM1	1
PITX1	1
PITX3	1
PIWIL1	1
PKD1	1
PKD2L1	1
PKD2L2	1
PKHD1L1	1
PKM	1
PKN2	1
PKN3	1
PKP3	1
PLA2G4A	1
PLA2G4D	1
PLA2G4F	1
PLAAT4	1
PLAG1	1
PLAGL1	1
PLBD2	1
PLCB3	1
PLCD1	1
PLCG1	1
PLCZ1	1
PLEK2	1
PLEKHA4	1
PLEKHG3	1
PLEKHG5	1
PLEKHG6	1
PLEKHO2	1
PLIN5	1
PLK1	1
PLK2	1
PLOD3	1
PLPBP	1
PLPP7	1
PLPPR2	1
PLPPR3	1
PLPPR4	1
PLXDC1	1
PLXNA4	1
PLXNB1	1
PLXNB2	1
PLXND1	1
PMCH	1
PMM1	1
PNLDC1	1
PNO1	1
PNPLA3	1
PNPO	1
PNRC1	1
POC5	1
PODNL1	1
POFUT2	1
POLD4	1
POLG	1
POLI	1
POLQ	1
POLR1B	1
POLR1C	1
POLR2B	1
POLR2E	1
POLR2I	1
POLR3D	1
POLR3E	1
POM121L12	1
POMK	1
PON1	1
POP1	1
POSTN	1
POU2F1	1
POU2F2	1
POU3F3	1
PPA1	1
PPARG	1
PPBP	1
PPFIA2	1
PPID	1
PPIL1	1
PPIL6	1
PPM1B	1
PPM1D	1
PPM1M	1
PPP1CA	1
PPP1R12B	1
PPP1R16A	1
PPP1R1B	1
PPP1R2	1
PPP1R27	1
PPP1R32	1
PPP1R37	1
PPP1R3A	1
PPP1R3B	1
PPP2CB	1
PPP2R5C	1
PPP2R5D	1
PPP2R5E	1
PPP3CA	1
PPP4C	1
PPP4R4	1
PPP6R2	1
PPP6R3	1
PPT2	1
PQBP1	1
PRC1	1
PRCD	1
PRDM7	1
PRDM9	1
PRELID2	1
PRELID3B	1
PRG4	1
PRICKLE1	1
PRICKLE4	1
PRIMA1	1
PRKAA1	1
PRKACB	1
PRKAG1	1
PRKAR2B	1
PRKCA	1
PRKCB	1
PRKCG	1
PRKD1	1
PRKD3	1
PRKRIP1	1
PRKX	1
PRM2	1
PRMT3	1
PRMT5	1
PRODH	1
PRODH2	1
PRORP	1
PROS1	1
PROSER1	1
PROX1	1
PRPF40A	1
PRPF40B	1
PRPH	1
PRPH2	1
PRPS1	1
PRR18	1
PRR23A	1
PRR27	1
PRR30	1
PRR35	1
PRRG3	1
PRRG4	1
PRSS12	1
PRSS16	1
PRSS23	1
PRSS37	1
PRSS38	1
PRSS48	1
PRSS50	1
PRSS58	1
PSAT1	1
PSD	1
PSD2	1
PSG6	1
PSG8	1
PSMA1	1
PSMA2	1
PSMC1	1
PSMC3IP	1
PSMC4	1
PSMD1	1
PSMD9	1
PSME2	1
PSME3	1
PSME4	1
PSMG1	1
PSORS1C2	1
PSPN	1
PSRC1	1
PSTK	1
PTCD2	1
PTCHD4	1
PTGES	1
PTGES3	1
PTGFR	1
PTHLH	1
PTK2B	1
PTK6	1
PTMS	1
PTN	1
PTPMT1	1
PTPN11	1
PTPN13	1
PTPN18	1
PTPN9	1
PTPRB	1
PTPRCAP	1
PTPRS	1
PTRH2	1
PTRHD1	1
PTTG1	1
PTTG1IP	1
PUM2	1
PURA	1
PUS10	1
PUS7L	1
PWP2	1
PWWP3B	1
PXDC1	1
PXMP2	1
PXN	1
PYCARD	1
PYGB	1
PYGM	1
PYROXD1	1
QDPR	1
QPCT	1
QRICH1	1
QSOX1	1
R3HDM4	1
R3HDML	1
RAB11B	1
RAB18	1
RAB1A	1
RAB24	1
RAB26	1
RAB30	1
RAB40AL	1
RAB41	1
RAB5A	1
RAB5B	1
RAB6A	1
RAB8A	1
RAB9B	1
RABEP1	1
RAD17	1
RAD21L1	1
RAD51	1
RAG2	1
RAI1	1
RALGPS1	1
RALYL	1
RAMP3	1
RANGAP1	1
RAPGEF1	1
RAPGEF5	1
RARB	1
RARS1	1
RARS2	1
RASA3	1
RASD1	1
RASL11A	1
RASSF5	1
RASSF9	1
RAVER1	1
RB1CC1	1
RBBP4	1
RBBP7	1
RBFOX1	1
RBM10	1
RBM11	1
RBM14	1
RBM19	1
RBM23	1
RBM34	1
RBM6	1
RBM7	1
RBP4	1
RBPJL	1
RCHY1	1
RCN3	1
RCOR3	1
RCVRN	1
RD3	1
RDH11	1
RDH14	1
RDH16	1
RDH5	1
REEP2	1
REEP4	1
REL	1
RELCH	1
REPS1	1
RETREG3	1
RETSAT	1
REX1BD	1
REXO5	1
RFC2	1
RFC4	1
RFC5	1
RFLNA	1
RFPL4B	1
RFTN1	1
RFTN2	1
RFWD3	1
RFXANK	1
RGS1	1
RGS13	1
RGS17	1
RGS18	1
RGS2	1
RGS21	1
RGS22	1
RGS4	1
RGS7BP	1
RGS8	1
RGS9	1
RHBDD1	1
RHBDD2	1
RHBDF1	1
RHBDF2	1
RHCE	1
RHEBL1	1
RHEX	1
RHNO1	1
RHOA	1
RHOBTB3	1
RHOC	1
RHOF	1
RHOG	1
RHOXF1	1
RHPN1	1
RIF1	1
RIIAD1	1
RILPL2	1
RIMBP2	1
RIMS3	1
RIMS4	1
RIN2	1
RIOK3	1
RIPOR1	1
RIPOR3	1
RIPPLY2	1
RIT2	1
RLBP1	1
RLN1	1
RLN2	1
RMND5A	1
RMND5B	1
RNASE10	1
RNASE7	1
RNASE8	1
RNASEH2A	1
RNASEH2B	1
RNASET2	1
RNF10	1
RNF112	1
RNF133	1
RNF138	1
RNF148	1
RNF167	1
RNF168	1
RNF170	1
RNF180	1
RNF185	1
RNF207	1
RNF212B	1
RNF213	1
RNF39	1
RNF5	1
RNF6	1
RNFT2	1
RNGTT	1
RNLS	1
ROBO2	1
ROGDI	1
RP1	1
RP1L1	1
RP2	1
RP9	1
RPA4	1
RPH3AL	1
RPIA	1
RPL15	1
RPL30	1
RPL38	1
RPL4	1
RPLP1	1
RPN2	1
RPP25L	1
RPRD1A	1
RPRD2	1
RPRML	1
RPS25	1
RPS3	1
RPS6KA4	1
RPS6KB1	1
RPUSD4	1
RRAS	1
RRBP1	1
RRM1	1
RRM2	1
RRN3	1
RRP12	1
RSBN1	1
RSC1A1	1
RSPH1	1
RSPH4A	1
RSPO2	1
RTCA	1
RTEL1	1
RTKN	1
RTL1	1
RTL6	1
RTL8C	1
RTN4	1
RTN4R	1
RUNDC1	1
RUNDC3A	1
RUNX3	1
RUSC1	1
RUSC2	1
RWDD2B	1
RWDD3	1
S100A12	1
S100A16	1
S100A2	1
S100A3	1
S100A8	1
S100B	1
S100G	1
S100PBP	1
S1PR3	1
S1PR5	1
SAA4	1
SAFB	1
SALL1	1
SALL3	1
SAMD14	1
SAMD4B	1
SAR1B	1
SARAF	1
SARNP	1
SASH1	1
SASH3	1
SATB1	1
SATB2	1
SATL1	1
SAV1	1
SBDS	1
SBK1	1
SBNO1	1
SBSN	1
SCAF8	1
SCAMP2	1
SCARB2	1
SCARF1	1
SCD5	1
SCFD2	1
SCGB2A1	1
SCGB3A1	1
SCIMP	1
SCML1	1
SCN11A	1
SCN3A	1
SCN9A	1
SCNM1	1
SCPEP1	1
SCRN2	1
SCRT2	1
SDC3	1
SDCCAG8	1
SDF2L1	1
SDHB	1
SEC13	1
SEC14L4	1
SEC22A	1
SEC23IP	1
SEC24C	1
SEC61A1	1
SEC61B	1
SEL1L2	1
SELENOW	1
SEMA3D	1
SEMA4F	1
SEMA4G	1
SEMA6B	1
SENP2	1
SEPSECS	1
SERHL2	1
SERINC1	1
SERINC5	1
SERPINA5	1
SERPINA7	1
SERPINB4	1
SERPINB6	1
SERPINB7	1
SERPINC1	1
SERPINE2	1
SERPINF2	1
SERTAD3	1
SET	1
SETD1A	1
SETD5	1
SETDB1	1
SETDB2	1
SETMAR	1
SF3A1	1
SF3B3	1
SFPQ	1
SFRP2	1
SFRP5	1
SFTPA1	1
SFXN3	1
SFXN5	1
SGTB	1
SH2B1	1
SH2D3A	1
SH2D3C	1
SH3BP2	1
SH3D19	1
SH3D21	1
SH3TC2	1
SHARPIN	1
SHB	1
SHC3	1
SHOC1	1
SHROOM2	1
SHTN1	1
SIAH3	1
SIGLEC11	1
SIGLEC9	1
SIKE1	1
SIRPB1	1
SIRT3	1
SIRT6	1
SIX2	1
SKA2	1
SKIL	1
SKOR1	1
SLBP	1
SLC12A4	1
SLC12A6	1
SLC12A9	1
SLC13A4	1
SLC13A5	1
SLC14A2	1
SLC15A4	1
SLC16A10	1
SLC16A11	1
SLC16A12	1
SLC16A2	1
SLC16A4	1
SLC16A6	1
SLC1A1	1
SLC1A3	1
SLC1A6	1
SLC1A7	1
SLC22A12	1
SLC22A13	1
SLC22A15	1
SLC22A25	1
SLC22A6	1
SLC22A8	1
SLC24A1	1
SLC24A2	1
SLC25A12	1
SLC25A13	1
SLC25A14	1
SLC25A15	1
SLC25A23	1
SLC25A27	1
SLC25A28	1
SLC25A30	1
SLC25A4	1
SLC25A41	1
SLC25A42	1
SLC25A46	1
SLC26A1	1
SLC26A8	1
SLC29A1	1
SLC2A2	1
SLC30A5	1
SLC30A6	1
SLC30A8	1
SLC31A2	1
SLC35B2	1
SLC35E3	1
SLC35G5	1
SLC37A1	1
SLC38A6	1
SLC39A11	1
SLC39A12	1
SLC39A13	1
SLC39A5	1
SLC39A6	1
SLC40A1	1
SLC43A3	1
SLC44A4	1
SLC44A5	1
SLC45A4	1
SLC4A1	1
SLC4A2	1
SLC4A7	1
SLC4A9	1
SLC5A10	1
SLC5A11	1
SLC5A12	1
SLC6A11	1
SLC6A14	1
SLC6A16	1
SLC6A2	1
SLC6A5	1
SLC7A1	1
SLC7A13	1
SLC7A6OS	1
SLC7A9	1
SLC8A1	1
SLCO2A1	1
SLCO3A1	1
SLCO4A1	1
SLCO5A1	1
SLCO6A1	1
SLITRK5	1
SLMAP	1
SLURP2	1
SMAP1	1
SMARCA2	1
SMARCA4	1
SMARCAD1	1
SMARCB1	1
SMARCC1	1
SMARCD1	1
SMC1A	1
SMCO1	1
SMCO2	1
SMG6	1
SMIM12	1
SMIM17	1
SMIM20	1
SMIM9	1
SMLR1	1
SMPD3	1
SMPDL3B	1
SMTNL2	1
SMU1	1
SMYD4	1
SNAP25	1
SNCAIP	1
SNN	1
SNPH	1
SNRK	1
SNRNP35	1
SNRPA	1
SNTG2	1
SNU13	1
SNUPN	1
SNURF	1
SNX1	1
SNX10	1
SNX11	1
SNX14	1
SNX18	1
SNX2	1
SNX20	1
SNX21	1
SNX24	1
SNX30	1
SNX33	1
SNX5	1
SNX6	1
SNX7	1
SNX8	1
SNX9	1
SOCS1	1
SOCS4	1
SOCS7	1
SOHLH2	1
SORBS2	1
SORCS3	1
SOS2	1
SOX1	1
SOX30	1
SOX7	1
SP110	1
SP2	1
SP3	1
SPA17	1
SPAG6	1
SPAG7	1
SPANXN2	1
SPATA20	1
SPATA24	1
SPATA25	1
SPATA2L	1
SPATA31D1	1
SPATA32	1
SPATA8	1
SPC25	1
SPCS1	1
SPCS3	1
SPDYA	1
SPECC1L	1
SPEG	1
SPEM1	1
SPG21	1
SPG7	1
SPHKAP	1
SPI1	1
SPIB	1
SPIN1	1
SPINK1	1
SPINK14	1
SPINK4	1
SPINK5	1
SPINK6	1
SPINT2	1
SPINT4	1
SPN	1
SPNS1	1
SPNS2	1
SPOUT1	1
SPPL2C	1
SPRED2	1
SPRR2G	1
SPRY2	1
SPRY3	1
SPRY4	1
SPRYD7	1
SPSB3	1
SPTA1	1
SPTAN1	1
SPTBN1	1
SPTLC3	1
SPX	1
SRARP	1
SRBD1	1
SREBF1	1
SRF	1
SRGAP1	1
SRP14	1
SRP54	1
SRP68	1
SRP72	1
SRP9	1
SRPK3	1
SRPX	1
SRPX2	1
SRR	1
SRRD	1
SRRM1	1
SRRM4	1
SRSF10	1
SRSF5	1
SSBP4	1
SSMEM1	1
SSR1	1
SSR2	1
SST	1
SSTR5	1
SSU72	1
SSX2IP	1
SSX7	1
ST14	1
ST3GAL2	1
ST3GAL4	1
ST3GAL5	1
ST6GAL1	1
ST6GALNAC2	1
ST6GALNAC6	1
ST8SIA6	1
STAB1	1
STAC3	1
STAM	1
STAP2	1
STARD3	1
STARD3NL	1
STAT5B	1
STATH	1
STIM2	1
STIMATE	1
STK10	1
STK11	1
STK19	1
STK24	1
STK32B	1
STK32C	1
STMN3	1
STOML3	1
STON2	1
STPG4	1
STRAP	1
STRBP	1
STRIP2	1
STRN4	1
STS	1
STT3B	1
STUB1	1
STUM	1
STX10	1
STX16	1
STX17	1
STX1A	1
STX3	1
STXBP4	1
STXBP5	1
STXBP6	1
SUDS3	1
SUGCT	1
SUGP1	1
SUGT1	1
SULT1C3	1
SUMO1	1
SUMO2	1
SUMO3	1
SUN1	1
SUN3	1
SUPT20H	1
SUPV3L1	1
SURF4	1
SURF6	1
SUSD2	1
SUV39H2	1
SVBP	1
SYAP1	1
SYF2	1
SYK	1
SYMPK	1
SYNC	1
SYNCRIP	1
SYNDIG1	1
SYNE2	1
SYNE3	1
SYNJ1	1
SYNPO	1
SYNPR	1
SYT10	1
SYT11	1
SYT13	1
SYT14	1
SYT8	1
SZT2	1
TAAR1	1
TAAR8	1
TAB1	1
TAC1	1
TACC3	1
TACR2	1
TACSTD2	1
TAF11	1
TAF1L	1
TAFA3	1
TAFAZZIN	1
TAGAP	1
TAGLN3	1
TAMALIN	1
TAOK2	1
TARS1	1
TAS2R13	1
TAS2R14	1
TAS2R19	1
TAS2R4	1
TAS2R60	1
TAS2R7	1
TATDN1	1
TAX1BP1	1
TAX1BP3	1
TBC1D12	1
TBC1D22B	1
TBC1D26	1
TBC1D28	1
TBC1D31	1
TBC1D8B	1
TBCA	1
TBKBP1	1
TBL1XR1	1
TBL2	1
TBX2	1
TBX6	1
TBXAS1	1
TCEA2	1
TCEAL2	1
TCEAL6	1
TCEAL7	1
TCEANC	1
TCEANC2	1
TCF21	1
TCF3	1
TCF7	1
TCL1B	1
TCP11	1
TCP11X2	1
TCTN3	1
TDRP	1
TEAD4	1
TECTB	1
TEDDM1	1
TEKT1	1
TEKT5	1
TENT5A	1
TEPP	1
TERB2	1
TES	1
TESK2	1
TET3	1
TEX10	1
TEX101	1
TEX11	1
TEX14	1
TEX15	1
TEX261	1
TEX28	1
TEX30	1
TEX33	1
TEX43	1
TEX45	1
TEX47	1
TF	1
TFAP2B	1
TFB1M	1
TFEC	1
TFF1	1
TFPI	1
TFR2	1
TGFA	1
TGFBR2	1
TGFBR3	1
TGOLN2	1
TGS1	1
THAP1	1
THAP11	1
THAP2	1
THAP3	1
THBS2	1
THEG	1
THNSL1	1
THOP1	1
THRA	1
THSD1	1
THSD4	1
TIAF1	1
TICAM2	1
TIGD5	1
TIGD7	1
TIGIT	1
TIMM10	1
TIMM13	1
TIMM17B	1
TIMM44	1
TIMM8A	1
TIMM9	1
TIPIN	1
TK1	1
TLCD1	1
TLCD2	1
TLCD5	1
TLL2	1
TLN1	1
TLR9	1
TM2D1	1
TM2D3	1
TM4SF18	1
TM7SF2	1
TM9SF4	1
TMA16	1
TMC6	1
TMED1	1
TMED5	1
TMED8	1
TMEM100	1
TMEM101	1
TMEM106C	1
TMEM109	1
TMEM11	1
TMEM121B	1
TMEM125	1
TMEM131L	1
TMEM145	1
TMEM147	1
TMEM14A	1
TMEM14B	1
TMEM150A	1
TMEM160	1
TMEM163	1
TMEM176A	1
TMEM179B	1
TMEM18	1
TMEM183A	1
TMEM184B	1
TMEM19	1
TMEM190	1
TMEM199	1
TMEM200A	1
TMEM204	1
TMEM207	1
TMEM209	1
TMEM211	1
TMEM216	1
TMEM219	1
TMEM222	1
TMEM223	1
TMEM229B	1
TMEM235	1
TMEM249	1
TMEM251	1
TMEM26	1
TMEM30A	1
TMEM38B	1
TMEM47	1
TMEM52	1
TMEM59L	1
TMEM63C	1
TMEM67	1
TMEM71	1
TMEM72	1
TMEM86B	1
TMEM87B	1
TMPPE	1
TMPRSS11B	1
TMPRSS12	1
TMPRSS15	1
TMPRSS3	1
TMPRSS7	1
TMTC3	1
TMUB1	1
TMX3	1
TNFAIP6	1
TNFAIP8L2	1
TNFRSF11A	1
TNFRSF1A	1
TNFRSF6B	1
TNFRSF9	1
TNFSF12	1
TNFSF13	1
TNFSF13B	1
TNIP3	1
TNK1	1
TNKS1BP1	1
TNNT2	1
TNP1	1
TNP2	1
TNPO2	1
TNRC18	1
TNS2	1
TNXB	1
TOM1L2	1
TOP1MT	1
TOPAZ1	1
TOPORS	1
TOR1AIP1	1
TOX3	1
TP53	1
TP53BP1	1
TP53TG5	1
TP63	1
TP73	1
TPK1	1
TPM2	1
TPP2	1
TPR	1
TPRA1	1
TPRKB	1
TRA2A	1
TRADD	1
TRAF4	1
TRAM2	1
TRAPPC11	1
TRAPPC13	1
TRAPPC2L	1
TRAPPC3	1
TRAPPC9	1
TRAT1	1
TRDN	1
TREML4	1
TREX2	1
TRHDE	1
TRIM14	1
TRIM16	1
TRIM25	1
TRIM3	1
TRIM33	1
TRIM34	1
TRIM39	1
TRIM55	1
TRIM58	1
TRIM62	1
TRIM67	1
TRIM71	1
TRIM72	1
TRIO	1
TRIQK	1
TRIR	1
TRMT1	1
TRMT11	1
TRMT112	1
TRMT12	1
TRMT5	1
TRO	1
TRPV1	1
TRPV4	1
TSBP1	1
TSC1	1
TSC22D1	1
TSEN15	1
TSGA10	1
TSPAN12	1
TSPAN14	1
TSPAN15	1
TSPAN19	1
TSPAN33	1
TSPOAP1	1
TSPYL2	1
TSPYL6	1
TSR1	1
TSR2	1
TSSK2	1
TTBK1	1
TTC23	1
TTC37	1
TTC7B	1
TTLL1	1
TTLL10	1
TUBA1B	1
TUBAL3	1
TUBB1	1
TUBB2B	1
TUBG1	1
TUBG2	1
TUBGCP3	1
TULP2	1
TUSC1	1
TUSC2	1
TUT1	1
TUT4	1
TUT7	1
TWF1	1
TXLNB	1
TXLNG	1
TXNDC15	1
TXNDC17	1
TXNDC5	1
TXNDC9	1
TXNL4A	1
TXNL4B	1
TXNRD1	1
TYW1	1
TYW3	1
UAP1	1
UBALD1	1
UBAP2	1
UBAP2L	1
UBD	1
UBE2G1	1
UBE2H	1
UBE2J2	1
UBE2N	1
UBE2Q1	1
UBE2U	1
UBE2Z	1
UBL5	1
UBP1	1
UBQLN1	1
UBTD1	1
UBXN1	1
UCK1	1
UCN3	1
UCP1	1
UEVLD	1
UFC1	1
UFSP1	1
UGCG	1
UGT1A10	1
UGT2B17	1
UIMC1	1
UMOD	1
UNC93A	1
UNCX	1
UNKL	1
UPF3A	1
UPF3B	1
URB2	1
URGCP	1
URM1	1
USB1	1
USP1	1
USP10	1
USP11	1
USP15	1
USP17L10	1
USP22	1
USP25	1
USP28	1
USP4	1
USP5	1
USP6	1
UTP4	1
VAMP2	1
VAMP3	1
VAMP4	1
VANGL1	1
VANGL2	1
VASH2	1
VAT1	1
VAT1L	1
VAV3	1
VAX1	1
VBP1	1
VCAM1	1
VCL	1
VCPIP1	1
VCPKMT	1
VDAC1	1
VEZT	1
VILL	1
VIPAS39	1
VLDLR	1
VMA21	1
VMO1	1
VN1R4	1
VPS25	1
VPS26A	1
VPS33B	1
VPS37A	1
VPS37D	1
VPS39	1
VPS4B	1
VPS52	1
VPS53	1
VPS54	1
VPS72	1
VPS8	1
VRK3	1
VSIG1	1
VSIG4	1
VSTM2B	1
VSTM2L	1
VSX2	1
VTA1	1
VWA5A	1
VWA7	1
VWCE	1
VWF	1
WAPL	1
WARS2	1
WASHC3	1
WDFY1	1
WDFY4	1
WDR20	1
WDR26	1
WDR27	1
WDR31	1
WDR33	1
WDR46	1
WDR47	1
WDR48	1
WDR59	1
WDR83	1
WDR87	1
WDR90	1
WDR91	1
WFIKKN1	1
WFS1	1
WIPF2	1
WIPI2	1
WLS	1
WNT2B	1
WNT3	1
WNT5A	1
WNT6	1
WRAP73	1
WRN	1
WTIP	1
WWC3	1
XAB2	1
XAGE5	1
XKR4	1
XKR7	1
XKR8	1
XPC	1
XPO1	1
XPO5	1
XRCC3	1
XRCC5	1
XXYLT1	1
XYLB	1
XYLT1	1
YAE1	1
YBEY	1
YBX2	1
YDJC	1
YEATS2	1
YEATS4	1
YES1	1
YIF1B	1
YIPF3	1
YPEL2	1
YPEL3	1
YPEL5	1
YWHAB	1
YWHAG	1
YY2	1
ZADH2	1
ZAP70	1
ZBED3	1
ZBED4	1
ZBED6	1
ZBTB11	1
ZBTB14	1
ZBTB16	1
ZBTB2	1
ZBTB26	1
ZBTB3	1
ZBTB32	1
ZBTB37	1
ZBTB38	1
ZBTB39	1
ZBTB4	1
ZBTB42	1
ZBTB47	1
ZBTB48	1
ZBTB7B	1
ZBTB7C	1
ZBTB8OS	1
ZBTB9	1
ZC2HC1A	1
ZC2HC1B	1
ZC3H8	1
ZC3HC1	1
ZCCHC10	1
ZCCHC18	1
ZCCHC2	1
ZCCHC24	1
ZCCHC7	1
ZCWPW1	1
ZDHHC11	1
ZDHHC24	1
ZDHHC5	1
ZDHHC7	1
ZDHHC9	1
ZFAND1	1
ZFC3H1	1
ZFHX4	1
ZFP36	1
ZFP41	1
ZFP82	1
ZFP90	1
ZFP92	1
ZFX	1
ZFYVE19	1
ZFYVE28	1
ZIC1	1
ZIC2	1
ZMAT5	1
ZMIZ2	1
ZMYM2	1
ZNF10	1
ZNF101	1
ZNF106	1
ZNF107	1
ZNF121	1
ZNF133	1
ZNF134	1
ZNF135	1
ZNF136	1
ZNF157	1
ZNF160	1
ZNF174	1
ZNF175	1
ZNF189	1
ZNF197	1
ZNF2	1
ZNF212	1
ZNF214	1
ZNF219	1
ZNF227	1
ZNF230	1
ZNF232	1
ZNF266	1
ZNF286B	1
ZNF3	1
ZNF317	1
ZNF319	1
ZNF326	1
ZNF333	1
ZNF337	1
ZNF33B	1
ZNF343	1
ZNF354B	1
ZNF358	1
ZNF37A	1
ZNF384	1
ZNF385B	1
ZNF385D	1
ZNF414	1
ZNF419	1
ZNF423	1
ZNF425	1
ZNF426	1
ZNF429	1
ZNF438	1
ZNF439	1
ZNF442	1
ZNF445	1
ZNF468	1
ZNF470	1
ZNF474	1
ZNF48	1
ZNF486	1
ZNF493	1
ZNF503	1
ZNF512	1
ZNF519	1
ZNF534	1
ZNF557	1
ZNF569	1
ZNF570	1
ZNF586	1
ZNF589	1
ZNF594	1
ZNF613	1
ZNF619	1
ZNF621	1
ZNF624	1
ZNF630	1
ZNF658	1
ZNF671	1
ZNF672	1
ZNF69	1
ZNF696	1
ZNF697	1
ZNF699	1
ZNF703	1
ZNF707	1
ZNF711	1
ZNF714	1
ZNF721	1
ZNF726	1
ZNF730	1
ZNF740	1
ZNF75D	1
ZNF774	1
ZNF781	1
ZNF789	1
ZNF792	1
ZNF800	1
ZNF804A	1
ZNF804B	1
ZNF821	1
ZNF827	1
ZNF831	1
ZNF839	1
ZNF853	1
ZNF878	1
ZNF90	1
ZNF93	1
ZNF98	1
ZNHIT1	1
ZNRF1	1
ZP2	1
ZP4	1
ZSCAN1	1
ZSCAN22	1
ZSCAN25	1
ZSCAN4	1
ZSCAN5A	1
ZSCAN9	1
ZSWIM2	1
ZXDA	1
ZYG11A	1
ZYX	1
ZZEF1	1

insensitive_genes <- result$`Associated with KIF18A Insensitivity`
insensitive_genes <- insensitive_genes[order(-as.numeric(insensitive_genes$Score)), ]
rownames(insensitive_genes) <- NULL
cat("\nAssociated with KIF18A Insensitivity:\n")

Associated with KIF18A Insensitivity:

kable(insensitive_genes, format = "html", col.names = c("Gene", "Score")) %>%
  kable_styling(full_width = FALSE) %>% 
  scroll_box(width = "100%", height = "300px")

Gene	Score
ODAM	5
SRFBP1	5
CACNA1B	4
EIF3B	4
GTF2H1	4
RASA3	4
TAF8	4
ABCC9	3
ARHGEF25	3
ARSG	3
ASPSCR1	3
ATP5MF	3
BCO1	3
CHCHD4	3
CPN1	3
CST5	3
CUTC	3
DHRS1	3
EEF1G	3
ELF1	3
EXOSC2	3
FDX2	3
FECH	3
FFAR4	3
FOXP4	3
FXYD6	3
GEMIN7	3
GMPS	3
GNG7	3
H2AC20	3
IGBP1	3
IL10RA	3
IL19	3
LAMTOR2	3
MAP1LC3A	3
MAPK1IP1L	3
MMP9	3
MRPS27	3
PGAM4	3
PPP1R15B	3
PRR23C	3
PRR3	3
PRR35	3
PTPRO	3
RECQL	3
RPL35	3
RPS10	3
RPS3	3
SMG5	3
SRRT	3
SRSF5	3
TAF7	3
TEKT2	3
THSD4	3
TIMM13	3
TMEM132D	3
TOP1	3
TSC22D2	3
TTLL5	3
UBAP1	3
UGT2B15	3
UNC13C	3
UPF1	3
YPEL4	3
ZBTB11	3
ZFP69	3
ZNF577	3
A4GNT	2
ABCC8	2
ABCF2	2
ABCG4	2
ABHD12	2
ABHD18	2
ABRAXAS1	2
ACAD9	2
ACKR4	2
ACRBP	2
ACTL8	2
ACTR3B	2
ACY1	2
ADAM20	2
ADCY5	2
ADGRG2	2
ADGRG4	2
AFP	2
AGGF1	2
AHNAK2	2
AIMP1	2
AMOTL2	2
ANKHD1	2
ANKRD1	2
ANKRD30A	2
ANKRD34B	2
ANPEP	2
AP4E1	2
APOC2	2
APOC4	2
ARF3	2
ARHGAP5	2
ARHGAP9	2
ARID4A	2
ARMH4	2
ASCL3	2
ASIP	2
ATAD3A	2
ATAD3B	2
ATOH7	2
ATP1A1	2
ATP4B	2
ATP5MG	2
ATRN	2
ATXN1L	2
B4GALT5	2
BCAS4	2
BCCIP	2
BCL2L12	2
BCLAF1	2
BCORL1	2
BDP1	2
BEND3	2
BEND5	2
BFSP2	2
BIRC5	2
BIRC6	2
BLID	2
BLK	2
BPIFB6	2
BRF1	2
BRPF1	2
BTG2	2
C10orf55	2
C14orf28	2
C1orf43	2
C1QTNF5	2
C2orf76	2
C8orf86	2
C9	2
C9orf92	2
CAB39	2
CACTIN	2
CALHM3	2
CAMK2G	2
CAPNS2	2
CASP4	2
CBLN4	2
CCDC175	2
CCDC86	2
CCDC89	2
CCDC97	2
CCIN	2
CCND1	2
CCR10	2
CCR8	2
CD200	2
CD4	2
CD93	2
CDAN1	2
CDC20	2
CDK14	2
CDK20	2
CDK9	2
CEACAM1	2
CEMIP	2
CEP131	2
CEP85L	2
CFAP161	2
CFAP47	2
CFL1	2
CHST15	2
CHST4	2
CHST6	2
CHST9	2
CHTOP	2
CKAP4	2
CKB	2
CLCN5	2
CLDN25	2
CLDND2	2
CLK4	2
CLP1	2
CNKSR2	2
CNTLN	2
COG3	2
COL25A1	2
COL28A1	2
COMTD1	2
CORO2B	2
COX5A	2
COX6C	2
COX7B	2
CP	2
CPNE3	2
CPSF6	2
CPXM1	2
CRABP1	2
CRNKL1	2
CST1	2
CST3	2
CST9	2
CTBP2	2
CTRL	2
CTSZ	2
CUL4A	2
CWC25	2
CYTH2	2
DCD	2
DDX27	2
DENND4A	2
DEPDC1	2
DIRAS1	2
DIS3	2
DIS3L	2
DLC1	2
DMAC1	2
DMBT1	2
DNAJA2	2
DNAJC5G	2
DNAJC8	2
DNAL1	2
DNTTIP2	2
DR1	2
DSCAML1	2
DST	2
DTD1	2
DUSP1	2
DUSP4	2
EBP	2
ECT2	2
EEF2	2
EFCAB12	2
EGR2	2
EGR3	2
EIF3H	2
EIF3I	2
EIF3J	2
EIF3M	2
ELAC1	2
EPSTI1	2
EREG	2
ERG28	2
EXOC1	2
F13A1	2
FABP12	2
FAM149A	2
FAM169B	2
FAM200B	2
FAM209A	2
FAM210A	2
FAM219A	2
FARS2	2
FASTK	2
FBP1	2
FGA	2
FGF10	2
FGF20	2
FGF23	2
FGFR2	2
FILIP1L	2
FITM2	2
FKBP11	2
FKBP4	2
FLNC	2
FNTB	2
FOXA2	2
FOXK1	2
FOXRED1	2
FUT2	2
FXR2	2
FXYD2	2
FXYD4	2
FYB2	2
FZD3	2
GAA	2
GADL1	2
GALNT5	2
GBA	2
GCM1	2
GCM2	2
GEMIN2	2
GEMIN6	2
GFRA4	2
GIGYF2	2
GNL2	2
GNL3L	2
GOSR2	2
GPAT3	2
GPATCH2	2
GPLD1	2
GPR162	2
GPR31	2
GRK5	2
GSG1	2
GSTA5	2
GSX2	2
GTF2E1	2
GTF2H4	2
H2AX	2
H2BW2	2
HARS1	2
HCFC1R1	2
HDAC1	2
HDGFL1	2
HEATR6	2
HELT	2
HEXA	2
HEY1	2
HGSNAT	2
HILPDA	2
HK1	2
HK2	2
HLA-DQA1	2
HNF1B	2
HOMER2	2
HOXD4	2
HS6ST1	2
HSPB11	2
HTR4	2
IFITM10	2
IGFL2	2
IK	2
IL17REL	2
IL18	2
IMP4	2
IMPA2	2
INS	2
INTS5	2
IP6K3	2
IRX4	2
ITGA9	2
JMJD1C	2
JOSD2	2
KDELR1	2
KDM4C	2
KDM7A	2
KHDRBS2	2
KIAA0586	2
KIAA1522	2
KIF14	2
KIF3C	2
KIR3DL3	2
KLF15	2
KLHL23	2
KLHL24	2
KLK14	2
KRT23	2
KRT26	2
KRTAP19-6	2
LAGE3	2
LAMC3	2
LAMTOR4	2
LAYN	2
LCN15	2
LDHD	2
LEMD1	2
LETM2	2
LILRB4	2
LIMS2	2
LIN7B	2
LMTK2	2
LPP	2
LRP6	2
LSR	2
LTBP1	2
LYG2	2
LYRM1	2
LZTS2	2
MAEL	2
MAGEE1	2
MAMDC4	2
MARK1	2
MAT2A	2
MBOAT4	2
MED17	2
MED22	2
MED23	2
MED24	2
MED27	2
MED4	2
MELTF	2
MEPCE	2
METTL3	2
METTL7B	2
MINAR2	2
MLANA	2
MPPE1	2
MRC1	2
MRPL16	2
MRPL21	2
MRPL44	2
MRPL49	2
MRPL53	2
MRPL55	2
MRPL57	2
MRPS2	2
MRPS21	2
MRPS22	2
MRPS24	2
MSR1	2
MSRB2	2
MTOR	2
MVB12B	2
MYBL1	2
MYH7B	2
MYL7	2
NAA25	2
NACA	2
NAIF1	2
NAT1	2
NBR1	2
NDUFA4L2	2
NDUFB10	2
NDUFS1	2
NDUFS2	2
NDUFS5	2
NEK11	2
NEPRO	2
NEXMIF	2
NIM1K	2
NKRF	2
NLRP8	2
NLRX1	2
NPHS1	2
NRBF2	2
NRROS	2
NUCB1	2
NUDT22	2
NUP153	2
OPN1SW	2
OXCT1	2
P3H2	2
PABPN1	2
PACSIN1	2
PCDH10	2
PCNX2	2
PCP4	2
PCSK2	2
PDAP1	2
PDE6C	2
PDE9A	2
PDGFRA	2
PDGFRL	2
PDHB	2
PDLIM2	2
PEX6	2
PIANP	2
PKD1L1	2
PLA2G15	2
PLA2G2F	2
PLAGL2	2
PLCL1	2
PLEKHA6	2
PLEKHM3	2
PLSCR4	2
PMEL	2
POLE	2
POPDC2	2
PPARGC1A	2
PPP1R13B	2
PPP4R3B	2
PPT1	2
PRDM13	2
PRIMPOL	2
PRKAA1	2
PRMT1	2
PRPS1L1	2
PSTPIP1	2
PTDSS2	2
PTER	2
PTGIS	2
PVALB	2
PYGL	2
QSER1	2
R3HCC1	2
R3HDML	2
RAB1B	2
RAB40B	2
RAB43	2
RAC2	2
RAD21L1	2
RALY	2
RASGRP1	2
RBBP9	2
RBM19	2
RBM25	2
RBM39	2
RBP5	2
RBPMS2	2
RDH11	2
REXO2	2
RFLNA	2
RHBDF1	2
RHBDL1	2
RHEBL1	2
RHOXF1	2
RILPL1	2
RIN3	2
RIOK1	2
RIPPLY2	2
RNASE10	2
RNF115	2
RNF183	2
RNF41	2
ROBO3	2
RPL23	2
RPL27	2
RPL28	2
RPL32	2
RPL39L	2
RPP25	2
RPS4X	2
RTN4RL2	2
RUSF1	2
SAMD9L	2
SAPCD2	2
SBF2	2
SCARA3	2
SCN2A	2
SCN2B	2
SCN3B	2
SDC3	2
SDHB	2
SDR16C5	2
SEC23B	2
SELENOH	2
SELENOI	2
SELENON	2
SEMA4C	2
SENP1	2
SERPINA4	2
SF3A3	2
SF3B5	2
SFRP5	2
SFSWAP	2
SGCZ	2
SH2D7	2
SH3PXD2B	2
SHC4	2
SHOX2	2
SHROOM3	2
SIN3A	2
SIRT5	2
SLC10A6	2
SLC16A9	2
SLC18A2	2
SLC25A3	2
SLC25A48	2
SLC2A12	2
SLC34A1	2
SLC4A8	2
SLC8A2	2
SLC9C1	2
SLURP2	2
SMARCD3	2
SMCO1	2
SMCO2	2
SMIM18	2
SNAP25	2
SNAPC3	2
SNPH	2
SNRPN	2
SP110	2
SP5	2
SPHK2	2
SPICE1	2
SPNS1	2
SRF	2
SRPRB	2
SRRM2	2
ST3GAL1	2
STAP1	2
STARD8	2
STAT5A	2
STK26	2
STK4	2
STRBP	2
STX11	2
SUPV3L1	2
TADA3	2
TAF10	2
TAF1B	2
TAF1C	2
TAFA5	2
TAGLN	2
TCIM	2
TEX9	2
TGFB1I1	2
TGS1	2
THBS2	2
THRB	2
TIGD3	2
TIRAP	2
TLX3	2
TM4SF18	2
TMCC1	2
TMED8	2
TMEM130	2
TMEM25	2
TMEM260	2
TMEM268	2
TMEM30B	2
TMEM97	2
TMPRSS11D	2
TMPRSS5	2
TMPRSS9	2
TNPO1	2
TOMM20	2
TOR1AIP2	2
TPST1	2
TRAPPC12	2
TRIM9	2
TRIOBP	2
TRIP13	2
TRIP6	2
TRMT61B	2
TRPC1	2
TRPM7	2
TSPAN15	2
TSPAN32	2
TSTD1	2
TTC1	2
TTC39C	2
TTN	2
TTR	2
TUBAL3	2
TUBB1	2
TUBG2	2
TXNDC11	2
TXNDC9	2
U2SURP	2
UBE2O	2
UBFD1	2
UBQLN3	2
UNC13D	2
UNC45B	2
UPK1B	2
UPP2	2
USF2	2
USP2	2
USP35	2
USP50	2
VIM	2
WDR27	2
WDR55	2
WDR59	2
WDSUB1	2
WFDC3	2
XKR7	2
XPC	2
YPEL5	2
ZACN	2
ZBTB39	2
ZC3H12A	2
ZC3H7A	2
ZDHHC22	2
ZFAND2B	2
ZFC3H1	2
ZFYVE26	2
ZNF131	2
ZNF175	2
ZNF225	2
ZNF260	2
ZNF286B	2
ZNF445	2
ZNF480	2
ZNF492	2
ZNF527	2
ZNF649	2
ZNF662	2
ZNF706	2
ZNF774	2
ZNHIT2	2
ZPBP2	2
ZSWIM1	2
A1CF	1
AAMDC	1
AARS2	1
AARSD1	1
ABAT	1
ABCA10	1
ABCA12	1
ABCA3	1
ABCA5	1
ABCB8	1
ABCC12	1
ABCC5	1
ABCG1	1
ABCG8	1
ABHD12B	1
ABHD6	1
ABI3	1
ABL1	1
ABLIM1	1
ABRA	1
ABRACL	1
ABRAXAS2	1
ABT1	1
ACAA1	1
ACACA	1
ACAD10	1
ACAP2	1
ACE2	1
ACHE	1
ACKR1	1
ACMSD	1
ACO1	1
ACO2	1
ACOT1	1
ACOT12	1
ACOT4	1
ACOT9	1
ACP1	1
ACSL5	1
ACTA1	1
ACTB	1
ACTG1	1
ACTL6A	1
ACTL7A	1
ACTR5	1
ACTRT1	1
ACTRT2	1
ACVR1B	1
ACVR1C	1
ACVRL1	1
ADAD1	1
ADAM19	1
ADAM2	1
ADAM23	1
ADAM30	1
ADAM32	1
ADAM7	1
ADAMTS1	1
ADAMTS16	1
ADAMTS17	1
ADAMTS2	1
ADAMTS20	1
ADAMTS3	1
ADAMTS7	1
ADAMTS9	1
ADAMTSL2	1
ADAMTSL3	1
ADAMTSL5	1
ADAP2	1
ADAT1	1
ADAT3	1
ADCK1	1
ADCK2	1
ADCK5	1
ADCYAP1	1
ADGRA3	1
ADGRB3	1
ADGRE2	1
ADGRF3	1
ADGRF5	1
ADGRL3	1
ADGRL4	1
ADHFE1	1
ADIRF	1
ADM	1
ADM5	1
ADPRH	1
ADPRM	1
ADPRS	1
ADRA1D	1
ADRA2B	1
ADSS2	1
AFF4	1
AFG1L	1
AFG3L2	1
AFM	1
AFMID	1
AGBL1	1
AGBL5	1
AGK	1
AGL	1
AGMAT	1
AGO1	1
AGO2	1
AGPAT2	1
AGPAT4	1
AGPS	1
AGR3	1
AGT	1
AGTR2	1
AGXT2	1
AHCYL2	1
AHDC1	1
AHI1	1
AHRR	1
AHSG	1
AICDA	1
AIP	1
AJM1	1
AK3	1
AKAIN1	1
AKAP4	1
AKR1B1	1
AKR1D1	1
AKR1E2	1
ALAD	1
ALAS1	1
ALB	1
ALCAM	1
ALDH1L1	1
ALDH3B2	1
ALDH6A1	1
ALDOA	1
ALG11	1
ALG1L	1
ALG2	1
ALG3	1
ALKBH1	1
ALKBH3	1
ALKBH7	1
ALMS1	1
ALOX12B	1
ALPK1	1
ALS2CL	1
ALX1	1
AMBRA1	1
AMELX	1
AMH	1
AMIGO2	1
AMOT	1
AMOTL1	1
AMT	1
AMY2A	1
ANAPC1	1
ANAPC11	1
ANKAR	1
ANKDD1B	1
ANKFN1	1
ANKMY2	1
ANKRD16	1
ANKRD2	1
ANKRD24	1
ANKRD26	1
ANKRD30B	1
ANKRD34C	1
ANKRD61	1
ANKRD65	1
ANKRD9	1
ANO1	1
ANOS1	1
ANP32A	1
ANTKMT	1
ANXA2	1
ANXA2R	1
ANXA3	1
ANXA5	1
ANXA6	1
AOAH	1
AOC1	1
AOC2	1
AOX1	1
AP1S2	1
AP2A1	1
AP3B2	1
AP3D1	1
AP3M1	1
AP3M2	1
AP4M1	1
APBB1	1
APBB1IP	1
APLP1	1
APMAP	1
APOA1	1
APOA4	1
APOA5	1
APOC3	1
APOL5	1
APOL6	1
APOOL	1
AQP10	1
AQP12B	1
ARCN1	1
AREG	1
AREL1	1
ARF1	1
ARF4	1
ARF5	1
ARFGEF2	1
ARFRP1	1
ARG1	1
ARGLU1	1
ARHGAP12	1
ARHGAP17	1
ARHGAP18	1
ARHGAP19	1
ARHGAP21	1
ARHGAP24	1
ARHGAP25	1
ARHGAP26	1
ARHGAP30	1
ARHGAP35	1
ARHGAP39	1
ARHGAP8	1
ARHGDIG	1
ARHGEF12	1
ARHGEF33	1
ARHGEF4	1
ARID1B	1
ARID3B	1
ARID5B	1
ARIH1	1
ARL13B	1
ARL4A	1
ARL4D	1
ARL5A	1
ARL5C	1
ARL6IP5	1
ARMC7	1
ARMC8	1
ARMCX4	1
ARMCX6	1
ARMH1	1
ARNT	1
ARPC2	1
ARSJ	1
ART5	1
ASB11	1
ASB13	1
ASB15	1
ASB17	1
ASB18	1
ASB3	1
ASCC1	1
ASCL1	1
ASCL4	1
ASF1A	1
ASIC3	1
ASPG	1
ASS1	1
ASTL	1
ATAD3C	1
ATF3	1
ATF6B	1
ATF7IP	1
ATG14	1
ATG2A	1
ATG7	1
ATG9A	1
ATN1	1
ATOH1	1
ATP10D	1
ATP11C	1
ATP1A3	1
ATP2A1	1
ATP2A2	1
ATP2B1	1
ATP2B2	1
ATP2C2	1
ATP5F1A	1
ATP5F1B	1
ATP5MC1	1
ATP5PB	1
ATP5PF	1
ATP5PO	1
ATP6V0A1	1
ATP6V0D1	1
ATP6V0E1	1
ATP6V0E2	1
ATP6V1A	1
ATP6V1B1	1
ATP6V1G1	1
ATP8A2	1
ATP9B	1
ATPAF2	1
ATXN10	1
ATXN2L	1
ATXN3	1
ATXN7L1	1
AURKA	1
AVPR1B	1
AWAT2	1
AXIN2	1
AXL	1
AZGP1	1
AZU1	1
B3GALT5	1
B3GNT4	1
B3GNT5	1
B3GNTL1	1
B4GALNT4	1
B4GALT3	1
B4GALT4	1
B4GALT7	1
BACE2	1
BACH2	1
BAG3	1
BAIAP2L2	1
BANK1	1
BARHL1	1
BATF	1
BAX	1
BAZ1A	1
BBOF1	1
BBS9	1
BCAR1	1
BCAS3	1
BCKDHA	1
BCKDK	1
BCL11B	1
BCL6	1
BCL9L	1
BCOR	1
BCS1L	1
BDH1	1
BDH2	1
BEAN1	1
BEND7	1
BET1L	1
BEX2	1
BFAR	1
BHLHA9	1
BICDL1	1
BIN3	1
BLCAP	1
BMERB1	1
BMP1	1
BMP2	1
BMP4	1
BMP6	1
BMP7	1
BMS1	1
BOC	1
BOLA3	1
BOP1	1
BPIFB1	1
BPIFB3	1
BPIFC	1
BRAT1	1
BRCA2	1
BRD2	1
BRD7	1
BRD9	1
BRDT	1
BRF2	1
BROX	1
BSX	1
BTAF1	1
BTBD1	1
BTBD2	1
BTBD9	1
BTF3L4	1
BTG3	1
BTLA	1
BTN2A1	1
BTN3A3	1
BTRC	1
BUD23	1
BYSL	1
BZW2	1
C10orf88	1
C10orf99	1
C11orf21	1
C11orf45	1
C11orf52	1
C11orf71	1
C11orf86	1
C12orf4	1
C12orf50	1
C12orf57	1
C12orf71	1
C12orf73	1
C14orf119	1
C14orf93	1
C15orf61	1
C15orf65	1
C16orf89	1
C16orf91	1
C16orf96	1
C19orf53	1
C19orf71	1
C19orf73	1
C1orf100	1
C1orf112	1
C1orf131	1
C1orf159	1
C1orf198	1
C1orf21	1
C1QBP	1
C1QL2	1
C1QTNF2	1
C1QTNF7	1
C20orf144	1
C20orf173	1
C20orf85	1
C21orf62	1
C22orf15	1
C22orf31	1
C22orf39	1
C2CD4B	1
C2CD4D	1
C2orf15	1
C2orf49	1
C2orf72	1
C2orf73	1
C2orf78	1
C3AR1	1
C3orf33	1
C4orf33	1
C4orf45	1
C4orf46	1
C4orf51	1
C5orf51	1
C5orf52	1
C5orf63	1
C6orf163	1
C6orf226	1
C6orf62	1
C7orf57	1
C8A	1
C8orf48	1
C8orf88	1
C9orf116	1
C9orf64	1
C9orf78	1
CA11	1
CA2	1
CA8	1
CABIN1	1
CABLES2	1
CABS1	1
CACHD1	1
CACNA1F	1
CACNA1G	1
CACNA1S	1
CACNA2D1	1
CACNA2D3	1
CACNB1	1
CACNB4	1
CACNG5	1
CACNG7	1
CADM1	1
CALB2	1
CALCA	1
CALCRL	1
CALM1	1
CAMK1D	1
CAMK2D	1
CAMTA2	1
CAP1	1
CAPN1	1
CAPN14	1
CAPN5	1
CAPSL	1
CARD6	1
CARD9	1
CARS1	1
CASC3	1
CASKIN1	1
CASKIN2	1
CASP10	1
CASP3	1
CASS4	1
CASZ1	1
CATSPER3	1
CATSPER4	1
CATSPERD	1
CAV3	1
CAVIN1	1
CBL	1
CBLB	1
CBLC	1
CBLL1	1
CBY3	1
CC2D2A	1
CC2D2B	1
CCBE1	1
CCDC107	1
CCDC125	1
CCDC142	1
CCDC146	1
CCDC149	1
CCDC15	1
CCDC150	1
CCDC157	1
CCDC160	1
CCDC17	1
CCDC170	1
CCDC171	1
CCDC174	1
CCDC177	1
CCDC178	1
CCDC180	1
CCDC184	1
CCDC24	1
CCDC27	1
CCDC30	1
CCDC34	1
CCDC39	1
CCDC43	1
CCDC59	1
CCDC6	1
CCDC68	1
CCDC74B	1
CCDC83	1
CCDC85A	1
CCDC85C	1
CCDC88B	1
CCDC88C	1
CCDC91	1
CCK	1
CCKBR	1
CCL14	1
CCL2	1
CCL20	1
CCL7	1
CCM2	1
CCM2L	1
CCN2	1
CCN3	1
CCNA1	1
CCNA2	1
CCND2	1
CCNE2	1
CCNG2	1
CCNH	1
CCNI	1
CCNK	1
CCNP	1
CCNT2	1
CCNYL1	1
CCP110	1
CCR4	1
CCSAP	1
CCSER1	1
CCT4	1
CCT8	1
CCT8L2	1
CD163L1	1
CD164L2	1
CD180	1
CD200R1	1
CD200R1L	1
CD22	1
CD248	1
CD27	1
CD2AP	1
CD2BP2	1
CD3D	1
CD3E	1
CD48	1
CD69	1
CD7	1
CD81	1
CD82	1
CD86	1
CD99	1
CDA	1
CDC20B	1
CDC23	1
CDC25B	1
CDC40	1
CDC42BPB	1
CDC42EP3	1
CDC42EP5	1
CDC45	1
CDCA2	1
CDCA8	1
CDH10	1
CDH18	1
CDH19	1
CDH20	1
CDH22	1
CDH23	1
CDH26	1
CDH9	1
CDHR2	1
CDHR4	1
CDK2	1
CDK5R2	1
CDK5RAP2	1
CDK5RAP3	1
CDKN1C	1
CDKN2A	1
CDKN2AIP	1
CDNF	1
CDON	1
CDR1	1
CDS1	1
CDSN	1
CDX1	1
CEACAM16	1
CEACAM21	1
CEACAM4	1
CEACAM6	1
CEACAM8	1
CEBPB	1
CEBPE	1
CEBPZ	1
CELA1	1
CELF1	1
CELSR2	1
CENATAC	1
CENPO	1
CENPU	1
CEP104	1
CEP152	1
CEP170	1
CEP192	1
CEP350	1
CEP43	1
CEP55	1
CEP76	1
CEP85	1
CER1	1
CERS3	1
CERS5	1
CETP	1
CFAP100	1
CFAP221	1
CFAP299	1
CFAP44	1
CFAP58	1
CFAP69	1
CFAP91	1
CFAP92	1
CFAP97D1	1
CGGBP1	1
CH25H	1
CHCHD1	1
CHCHD3	1
CHCHD5	1
CHCHD7	1
CHD7	1
CHDH	1
CHKA	1
CHM	1
CHMP1B	1
CHMP3	1
CHMP4C	1
CHORDC1	1
CHP1	1
CHP2	1
CHPF2	1
CHRAC1	1
CHRD	1
CHRDL2	1
CHRNA2	1
CHRNB2	1
CHST2	1
CHST3	1
CHST8	1
CHSY1	1
CHSY3	1
CHURC1	1
CIAO2B	1
CIAPIN1	1
CIB1	1
CIB4	1
CIDEA	1
CIITA	1
CINP	1
CIP2A	1
CIT	1
CIZ1	1
CKAP2	1
CKS2	1
CLCC1	1
CLCN1	1
CLCN2	1
CLCN7	1
CLDN11	1
CLDN19	1
CLDN23	1
CLDN6	1
CLDN7	1
CLDN9	1
CLEC12A	1
CLEC3A	1
CLEC4A	1
CLEC4D	1
CLEC7A	1
CLIC1	1
CLIC4	1
CLIC5	1
CLIP3	1
CLK2	1
CLLU1-AS1	1
CLNK	1
CLPS	1
CLPTM1	1
CLPTM1L	1
CLRN3	1
CLSTN3	1
CLTB	1
CLU	1
CLUL1	1
CLVS1	1
CMC1	1
CMC4	1
CMPK2	1
CMSS1	1
CNBD1	1
CNGB3	1
CNIH3	1
CNKSR1	1
CNOT8	1
CNP	1
CNPY1	1
CNPY4	1
CNTF	1
CNTN3	1
COA5	1
COA6	1
COA7	1
COG1	1
COG2	1
COG4	1
COL12A1	1
COL13A1	1
COL14A1	1
COL17A1	1
COL20A1	1
COL23A1	1
COL27A1	1
COL5A3	1
COL6A1	1
COL6A2	1
COLCA2	1
COLEC10	1
COLGALT1	1
COLGALT2	1
COMMD4	1
COPA	1
COPS2	1
COPZ1	1
COQ10A	1
COQ3	1
COQ5	1
COQ6	1
COQ7	1
COQ8B	1
CORIN	1
CORO1A	1
COX10	1
COX11	1
COX14	1
COX15	1
COX16	1
COX17	1
COX18	1
COX19	1
COX20	1
COX4I1	1
COX5B	1
COX6B1	1
COX7A2	1
COX7A2L	1
COX7B2	1
COX8C	1
CPA3	1
CPE	1
CPEB2	1
CPEB3	1
CPLANE2	1
CPLX1	1
CPLX3	1
CPNE4	1
CPNE7	1
CPNE9	1
CPS1	1
CPSF4	1
CPVL	1
CRACR2A	1
CRACR2B	1
CRAMP1	1
CRB2	1
CRCP	1
CRCT1	1
CREB1	1
CREB3L2	1
CREB5	1
CREBL2	1
CREBRF	1
CRHBP	1
CRHR1	1
CRISP1	1
CRISP3	1
CRLF1	1
CRNN	1
CRP	1
CRTC2	1
CRTC3	1
CRY2	1
CRYAB	1
CRYBA2	1
CRYBA4	1
CRYBB1	1
CRYGD	1
CRYL1	1
CSDC2	1
CSF1R	1
CSGALNACT1	1
CSMD3	1
CSN3	1
CSNK1A1	1
CST9L	1
CSTF2T	1
CTAGE1	1
CTBP1	1
CTBS	1
CTCFL	1
CTHRC1	1
CTNNA3	1
CTNNBIP1	1
CTNND2	1
CTPS2	1
CTSA	1
CTSE	1
CTSK	1
CTSL	1
CTTN	1
CTXN2	1
CUBN	1
CUL7	1
CUL9	1
CUTA	1
CX3CR1	1
CXCL11	1
CXCL17	1
CXCL3	1
CXCL5	1
CXCL9	1
CXCR1	1
CXCR3	1
CYB5R3	1
CYB5R4	1
CYBC1	1
CYC1	1
CYGB	1
CYP2A13	1
CYP2A6	1
CYP2F1	1
CYP2S1	1
CYP39A1	1
CYP3A43	1
CYP3A5	1
CYP4B1	1
CYP4F2	1
CYP4F3	1
CYP4X1	1
CYP8B1	1
CYREN	1
CYSLTR1	1
DAB2IP	1
DAG1	1
DAGLA	1
DAO	1
DAP3	1
DAPK2	1
DARS2	1
DAZAP2	1
DBH	1
DBI	1
DBNL	1
DBP	1
DCAF11	1
DCAF12	1
DCAF12L1	1
DCAF15	1
DCAF17	1
DCAF4L2	1
DCAF6	1
DCAF8	1
DCANP1	1
DCDC2	1
DCHS1	1
DCHS2	1
DCN	1
DCSTAMP	1
DCTD	1
DCTN3	1
DCUN1D4	1
DCUN1D5	1
DCX	1
DDB2	1
DDHD2	1
DDIT4L	1
DDO	1
DDOST	1
DDR2	1
DDX11	1
DDX17	1
DDX18	1
DDX24	1
DDX39B	1
DDX4	1
DDX42	1
DDX47	1
DDX54	1
DDX58	1
DDX60	1
DECR1	1
DECR2	1
DEDD2	1
DEF6	1
DEFA5	1
DEFB1	1
DEFB108B	1
DEFB121	1
DEFB126	1
DEFB132	1
DEFB136	1
DENND10	1
DENND2A	1
DENND2B	1
DENND4C	1
DENND5B	1
DENND6A	1
DENND6B	1
DEPDC5	1
DEPP1	1
DERL2	1
DFFA	1
DGCR2	1
DGKI	1
DGLUCY	1
DHCR24	1
DHDH	1
DHRS2	1
DHRS7	1
DHTKD1	1
DHX15	1
DHX32	1
DHX34	1
DHX35	1
DHX37	1
DHX8	1
DIABLO	1
DIAPH1	1
DIAPH3	1
DIO1	1
DIO2	1
DIPK1C	1
DIRAS2	1
DIRAS3	1
DISP3	1
DLAT	1
DLG3	1
DLG4	1
DLGAP4	1
DLGAP5	1
DLX2	1
DLX6	1
DMAC2L	1
DMP1	1
DMRTB1	1
DMTN	1
DMXL2	1
DNAAF2	1
DNAH1	1
DNAJA4	1
DNAJB5	1
DNAJC1	1
DNAJC11	1
DNAJC14	1
DNAJC17	1
DNAJC19	1
DNAJC21	1
DNAJC25	1
DNAJC7	1
DNASE1	1
DNER	1
DNHD1	1
DNM1	1
DNM2	1
DOC2A	1
DOCK8	1
DOCK8-AS1	1
DOK2	1
DOK3	1
DOLPP1	1
DONSON	1
DOP1B	1
DOT1L	1
DPCD	1
DPH5	1
DPM3	1
DPP7	1
DPY19L2	1
DRAXIN	1
DRD1	1
DRG1	1
DROSHA	1
DSC2	1
DSC3	1
DSE	1
DSP	1
DSTYK	1
DTL	1
DTWD1	1
DTWD2	1
DTX1	1
DTX3L	1
DTYMK	1
DUOX2	1
DUS1L	1
DUSP26	1
DUSP29	1
DUT	1
DVL1	1
DVL2	1
DYM	1
DYNC2I2	1
DYNLL2	1
DYNLT1	1
DYRK3	1
DYRK4	1
DZIP1L	1
DZIP3	1
E2F6	1
EAF2	1
EAPP	1
EBF2	1
EBF3	1
EBF4	1
ECD	1
ECHDC2	1
ECM2	1
ECSIT	1
EDN1	1
EDN2	1
EDN3	1
EEF1A1	1
EEF1A2	1
EEF1AKMT2	1
EEF1AKMT4	1
EEF1B2	1
EEF2K	1
EFCAB13	1
EFCAB6	1
EFCC1	1
EFEMP1	1
EFHD1	1
EFL1	1
EFNB1	1
EGFL8	1
EGLN1	1
EHMT2	1
EID2B	1
EIF2AK1	1
EIF2B2	1
EIF2B5	1
EIF2S2	1
EIF2S3	1
EIF3A	1
EIF3D	1
EIF3E	1
EIF3F	1
EIF3G	1
EIF4A3	1
EIF4B	1
EIF4E	1
EIF4E3	1
EIF4EBP1	1
EIF4G1	1
EIF4G3	1
EIF5	1
ELAC2	1
ELANE	1
ELAVL4	1
ELF2	1
ELF5	1
ELFN1	1
ELFN2	1
ELK3	1
ELOA	1
ELOA2	1
ELOVL1	1
ELOVL6	1
EMILIN1	1
EML1	1
EML5	1
EMP1	1
EMP2	1
ENAH	1
ENAM	1
ENC1	1
ENDOV	1
ENOX1	1
ENPP7	1
ENTHD1	1
ENTPD1	1
ENTPD4	1
ENTPD6	1
EP300	1
EP400	1
EPAS1	1
EPB41	1
EPB41L1	1
EPB41L5	1
EPB42	1
EPGN	1
EPHA10	1
EPHA3	1
EPHA4	1
EPHA8	1
EPHB2	1
EPM2A	1
EPPIN	1
EPS15	1
EPYC	1
ERAL1	1
ERAS	1
ERCC2	1
ERCC3	1
ERCC6	1
ERICH3	1
ERICH5	1
ERN1	1
ERP27	1
ERP44	1
ESF1	1
ESPNL	1
ESR2	1
ESRRG	1
ETNPPL	1
ETS1	1
EVA1A	1
EVI2A	1
EVL	1
EVX1	1
EWSR1	1
EXO5	1
EXOC3L4	1
EXOC8	1
EXOSC1	1
EXOSC10	1
EXOSC5	1
EXOSC6	1
EXOSC8	1
EXTL3	1
EYA2	1
EYS	1
F13B	1
F2R	1
F2RL1	1
F3	1
F7	1
FABP3	1
FABP6	1
FABP7	1
FADD	1
FADS2	1
FAIM	1
FAM102A	1
FAM114A2	1
FAM118A	1
FAM118B	1
FAM120C	1
FAM131B	1
FAM133B	1
FAM151B	1
FAM153A	1
FAM161A	1
FAM162A	1
FAM163B	1
FAM167A	1
FAM169A	1
FAM170B	1
FAM171B	1
FAM180A	1
FAM186A	1
FAM189B	1
FAM193B	1
FAM210B	1
FAM218A	1
FAM219B	1
FAM221B	1
FAM222A	1
FAM241B	1
FAM24B	1
FAM25A	1
FAM43A	1
FAM43B	1
FAM53A	1
FAM53B	1
FAM71B	1
FAM71D	1
FAM71E1	1
FAM71F1	1
FAM78A	1
FAM83B	1
FAM83C	1
FAM83E	1
FAM89A	1
FAM91A1	1
FAM98B	1
FANCD2OS	1
FANCF	1
FAP	1
FAR1	1
FASN	1
FASTKD5	1
FAT4	1
FBF1	1
FBH1	1
FBN2	1
FBN3	1
FBP2	1
FBRSL1	1
FBXL14	1
FBXL15	1
FBXL17	1
FBXL20	1
FBXL4	1
FBXL5	1
FBXO11	1
FBXO16	1
FBXO21	1
FBXO25	1
FBXO28	1
FBXO3	1
FBXO34	1
FBXO36	1
FBXO39	1
FBXO40	1
FBXO42	1
FBXO5	1
FBXO6	1
FBXO8	1
FCER1A	1
FCF1	1
FCGR2B	1
FCN2	1
FCRL3	1
FCRL5	1
FCRLA	1
FCRLB	1
FCSK	1
FDFT1	1
FDPS	1
FEM1B	1
FEM1C	1
FERMT3	1
FEZ2	1
FEZF2	1
FGD2	1
FGF14	1
FGF17	1
FGF2	1
FGF3	1
FGF5	1
FGF7	1
FGFR1OP2	1
FGFRL1	1
FGGY	1
FH	1
FHIT	1
FKBP1A	1
FKBP2	1
FKBP7	1
FKBP8	1
FKBPL	1
FLRT3	1
FLT3LG	1
FLVCR1	1
FLVCR2	1
FLYWCH2	1
FMOD	1
FN3KRP	1
FNBP1	1
FNDC1	1
FNDC10	1
FNDC11	1
FNDC5	1
FNIP2	1
FOS	1
FOSL2	1
FOXB2	1
FOXD2	1
FOXE3	1
FOXF1	1
FOXG1	1
FOXH1	1
FOXI2	1
FOXK2	1
FOXL2	1
FOXO1	1
FOXO4	1
FOXP1	1
FOXR1	1
FOXS1	1
FPGS	1
FPGT	1
FPR1	1
FRAT1	1
FRAT2	1
FRG2C	1
FRMD3	1
FRMD4A	1
FSCB	1
FSCN2	1
FSCN3	1
FSD2	1
FSIP1	1
FTL	1
FUBP3	1
FUCA1	1
FUOM	1
FUT7	1
FXYD7	1
FZD7	1
FZD8	1
G2E3	1
G6PC2	1
GABPA	1
GABRA4	1
GABRP	1
GAD2	1
GADD45GIP1	1
GALK1	1
GALNT1	1
GALNT12	1
GALNT9	1
GALR2	1
GALR3	1
GAPVD1	1
GAR1	1
GAREM2	1
GARNL3	1
GAS2	1
GAS2L1	1
GAS7	1
GAS8	1
GASK1A	1
GATA2	1
GATA3	1
GATA4	1
GATA6	1
GATC	1
GBE1	1
GBP1	1
GCFC2	1
GCK	1
GCKR	1
GCSAM	1
GDF15	1
GDF2	1
GDNF	1
GDPD5	1
GEM	1
GEMIN5	1
GEN1	1
GFAP	1
GFY	1
GGA3	1
GGTLC2	1
GH1	1
GHRHR	1
GID8	1
GIMAP7	1
GIP	1
GIT2	1
GJB2	1
GJB6	1
GJC2	1
GJD2	1
GKN2	1
GLB1L2	1
GLCE	1
GLG1	1
GLI2	1
GLOD5	1
GLRX5	1
GLS2	1
GLT6D1	1
GLYATL1	1
GLYATL2	1
GLYATL3	1
GMEB1	1
GNA15	1
GNB1L	1
GNG12	1
GNGT1	1
GNPAT	1
GNRH1	1
GNRH2	1
GOLGA2	1
GOLPH3L	1
GOPC	1
GORAB	1
GP5	1
GPAT2	1
GPATCH2L	1
GPBP1L1	1
GPC1	1
GPHA2	1
GPI	1
GPN2	1
GPR119	1
GPR12	1
GPR141	1
GPR151	1
GPR156	1
GPR171	1
GPR182	1
GPR19	1
GPR21	1
GPR37L1	1
GPR50	1
GPR6	1
GPR62	1
GPR65	1
GPR75	1
GPRC5C	1
GPRC6A	1
GPSM1	1
GPSM3	1
GRHPR	1
GRID1	1
GRID2	1
GRIK1	1
GRIK2	1
GRIN2B	1
GRIN3A	1
GRIN3B	1
GRK2	1
GRM4	1
GRWD1	1
GRXCR2	1
GSAP	1
GSDMC	1
GSE1	1
GSK3A	1
GSPT1	1
GSR	1
GSS	1
GSTA3	1
GSTM2	1
GSTM3	1
GSTO2	1
GTF2A1	1
GTF2A2	1
GTF2F2	1
GTF2H5	1
GTF2IRD1	1
GTF3C1	1
GTF3C3	1
GTF3C4	1
GTPBP10	1
GTPBP8	1
GUCY1B1	1
GUCY2C	1
GUCY2F	1
GXYLT1	1
GXYLT2	1
GYG1	1
GYPA	1
GYS2	1
GZMB	1
GZMK	1
H1-5	1
H2AC1	1
H2AC4	1
H2AW	1
H2AZ1	1
H2BC1	1
H2BW1	1
H3C11	1
H3C13	1
H3C2	1
H3C7	1
H3C8	1
H4C13	1
H4C3	1
HACD1	1
HACD4	1
HAGH	1
HAO1	1
HAVCR1	1
HAVCR2	1
HBP1	1
HBS1L	1
HCCS	1
HCLS1	1
HCRTR1	1
HDAC4	1
HDAC7	1
HDHD2	1
HEATR3	1
HECA	1
HECW2	1
HEPACAM	1
HEPACAM2	1
HEPH	1
HERC3	1
HERC4	1
HERC5	1
HERC6	1
HEXIM1	1
HEYL	1
HHATL	1
HHIPL2	1
HIBCH	1
HIF1AN	1
HINT2	1
HIPK4	1
HIRIP3	1
HJV	1
HLA-DMA	1
HLA-DPB1	1
HLA-DQA2	1
HLA-DRA	1
HLA-E	1
HLA-G	1
HMBOX1	1
HMBS	1
HMCES	1
HMCN1	1
HMGB2	1
HMGB3	1
HMGCS2	1
HMGN5	1
HMGXB4	1
HMOX2	1
HMSD	1
HNRNPA0	1
HNRNPA1	1
HNRNPC	1
HNRNPH1	1
HNRNPL	1
HNRNPR	1
HOMEZ	1
HOOK2	1
HOOK3	1
HOPX	1
HOXA2	1
HOXA4	1
HOXB2	1
HOXB3	1
HOXB5	1
HOXB6	1
HOXB7	1
HOXC13	1
HOXC4	1
HOXD1	1
HPS1	1
HPSE	1
HPSE2	1
HR	1
HS1BP3	1
HS3ST1	1
HS3ST2	1
HSD17B12	1
HSD17B4	1
HSD3B7	1
HSDL1	1
HSDL2	1
HSP90B1	1
HSPA14	1
HSPA1L	1
HSPA5	1
HSPA6	1
HSPA8	1
HSPB2	1
HSPB8	1
HSPBAP1	1
HTR3E	1
HTRA1	1
HYAL1	1
HYPK	1
IARS1	1
IARS2	1
ICAM4	1
ICMT	1
ID2	1
IDH3A	1
IDS	1
IER3IP1	1
IFI27L1	1
IFI44	1
IFI6	1
IFIT1B	1
IFIT2	1
IFIT3	1
IFITM2	1
IFNA10	1
IFNA14	1
IFNA2	1
IFNA4	1
IFNL1	1
IFNLR1	1
IFNW1	1
IFT122	1
IFT74	1
IFT80	1
IGDCC3	1
IGDCC4	1
IGF2BP2	1
IGFBP3	1
IGFBPL1	1
IGFL1	1
IGFL3	1
IGFL4	1
IGFLR1	1
IGLON5	1
IGSF1	1
IGSF11	1
IGSF5	1
IHO1	1
IL12A	1
IL13	1
IL15	1
IL17A	1
IL17D	1
IL17RA	1
IL17RC	1
IL1RAPL1	1
IL22	1
IL25	1
IL27	1
IL32	1
IL36A	1
IL37	1
IL4	1
ILDR2	1
ILF2	1
ILK	1
IMMP2L	1
INCENP	1
ING1	1
ING4	1
INHBC	1
INPP4A	1
INPP4B	1
INPP5A	1
INSL3	1
INSL4	1
INSM1	1
INSYN2A	1
INTS1	1
INTS6	1
INTS6L	1
IPMK	1
IPP	1
IQCB1	1
IQCC	1
IQCF2	1
IQCK	1
IQGAP1	1
IQSEC2	1
IRAG1	1
IRF2	1
IRF7	1
IRS1	1
ISCA1	1
ISG20	1
ISL2	1
ISLR2	1
ISM1	1
ISOC1	1
ITGA1	1
ITGA2	1
ITGA4	1
ITGA6	1
ITGA7	1
ITGAM	1
ITGB7	1
ITGB8	1
ITK	1
ITPKC	1
ITPRID1	1
ITPRID2	1
ITSN1	1
IVL	1
IYD	1
IZUMO2	1
IZUMO3	1
IZUMO4	1
JADE1	1
JAGN1	1
JAKMIP1	1
JAKMIP2	1
JAKMIP3	1
JAM2	1
JCAD	1
JHY	1
JKAMP	1
JMJD6	1
JMJD8	1
JPT1	1
KALRN	1
KANSL2	1
KARS1	1
KAT6A	1
KAT7	1
KATNA1	1
KATNBL1	1
KBTBD6	1
KCMF1	1
KCNAB1	1
KCNAB2	1
KCNAB3	1
KCNB1	1
KCNB2	1
KCNC4	1
KCND2	1
KCND3	1
KCNE2	1
KCNE4	1
KCNF1	1
KCNG1	1
KCNH4	1
KCNH7	1
KCNIP1	1
KCNJ11	1
KCNJ5	1
KCNJ8	1
KCNK13	1
KCNK18	1
KCNK4	1
KCNK6	1
KCNMB3	1
KCTD4	1
KCTD8	1
KDM3B	1
KDM4A	1
KDM4D	1
KDM5C	1
KDM6B	1
KHDC1L	1
KHK	1
KIAA0232	1
KIAA0319	1
KIAA0513	1
KIAA1549	1
KIAA1958	1
KIF13A	1
KIF16B	1
KIF25	1
KIF5B	1
KIN	1
KIR2DL4	1
KIRREL3	1
KIT	1
KL	1
KLC1	1
KLF4	1
KLHDC2	1
KLHDC3	1
KLHDC4	1
KLHL12	1
KLHL14	1
KLHL3	1
KLHL30	1
KLHL38	1
KLHL40	1
KLHL41	1
KLHL8	1
KLHL9	1
KLK2	1
KLK6	1
KLK9	1
KLRB1	1
KLRC3	1
KMO	1
KMT2D	1
KNG1	1
KRBOX5	1
KRIT1	1
KRT1	1
KRT10-AS1	1
KRT13	1
KRT14	1
KRT15	1
KRT16	1
KRT19	1
KRT25	1
KRT3	1
KRT36	1
KRT38	1
KRT73	1
KRT76	1
KRT79	1
KRT8	1
KRT80	1
KRTAP11-1	1
KRTAP12-1	1
KRTAP13-2	1
KRTAP13-3	1
KRTAP15-1	1
KRTAP19-1	1
KRTAP19-4	1
KRTAP19-7	1
KRTAP19-8	1
KRTAP20-2	1
KRTAP21-3	1
KRTAP23-1	1
KRTAP25-1	1
KRTAP27-1	1
KRTAP3-3	1
KRTAP4-11	1
KRTAP5-1	1
KRTAP5-3	1
KRTAP5-5	1
KRTAP6-1	1
KRTDAP	1
KY	1
KYAT3	1
L3MBTL3	1
LAD1	1
LALBA	1
LAMA3	1
LAMB2	1
LAMP5	1
LAMTOR1	1
LAMTOR3	1
LANCL2	1
LAPTM4A	1
LAPTM5	1
LARGE1	1
LARGE2	1
LARS1	1
LASP1	1
LATS2	1
LBP	1
LCE2A	1
LCE4A	1
LCE5A	1
LCE6A	1
LCLAT1	1
LCN1	1
LCN12	1
LCN6	1
LCN8	1
LCN9	1
LCORL	1
LDB1	1
LDHA	1
LDHAL6B	1
LDLRAD1	1
LDLRAD3	1
LDLRAD4	1
LEF1	1
LEFTY2	1
LEMD2	1
LENG8	1
LEPROTL1	1
LFNG	1
LGALS14	1
LGALS3	1
LGI2	1
LGI3	1
LGI4	1
LGR4	1
LHFPL2	1
LHX8	1
LIM2	1
LIMD1	1
LIN28B	1
LIN37	1
LINC02898	1
LINGO1	1
LIPE	1
LIPM	1
LMF1	1
LMNA	1
LMNB2	1
LMNTD1	1
LNPK	1
LNX1	1
LOXHD1	1
LOXL1	1
LOXL2	1
LPAR5	1
LPCAT2	1
LPGAT1	1
LRAT	1
LRATD1	1
LRCH4	1
LRFN2	1
LRFN3	1
LRIT3	1
LRP2BP	1
LRP5L	1
LRP8	1
LRPPRC	1
LRRC1	1
LRRC2	1
LRRC26	1
LRRC41	1
LRRC42	1
LRRC43	1
LRRC52	1
LRRC66	1
LRRC74A	1
LRRC8A	1
LRRN3	1
LRSAM1	1
LRTM1	1
LSM12	1
LSM14A	1
LSM14B	1
LSM4	1
LSM8	1
LSP1	1
LST1	1
LTA4H	1
LTBP2	1
LUC7L3	1
LUZP2	1
LVRN	1
LY6G5C	1
LY6G6D	1
LY75	1
LY86	1
LYN	1
LYPD1	1
LYPLA1	1
LYRM2	1
LYRM7	1
LYZL4	1
LYZL6	1
LZIC	1
LZTS1	1
LZTS3	1
MAB21L4	1
MACF1	1
MACO1	1
MAD1L1	1
MAD2L1	1
MADCAM1	1
MAEA	1
MAF1	1
MAFB	1
MAGEB16	1
MAGEB2	1
MAGEB5	1
MAGEC3	1
MAGEE2	1
MAL	1
MALL	1
MALSU1	1
MAML1	1
MAML2	1
MAMLD1	1
MAN1A1	1
MAN2A2	1
MANBA	1
MANEAL	1
MANSC1	1
MAP10	1
MAP2K1	1
MAP2K5	1
MAP3K10	1
MAP3K13	1
MAP3K5	1
MAP3K7CL	1
MAP3K8	1
MAP6	1
MAP9	1
MAPK15	1
MAPK9	1
MAPKAPK2	1
MAPKBP1	1
MAPRE1	1
MARCKS	1
MAS1	1
MAT2B	1
MATN4	1
MAX	1
MB	1
MBD2	1
MBD4	1
MBD5	1
MBNL3	1
MBOAT2	1
MBP	1
MBTPS1	1
MBTPS2	1
MCCC1	1
MCHR1	1
MCHR2	1
MCM9	1
MCMBP	1
MCOLN1	1
MCUB	1
MCUR1	1
MDFIC	1
MDGA1	1
MDM2	1
MEAF6	1
MED1	1
MED10	1
MED18	1
MED19	1
MED25	1
MED28	1
MED9	1
MEF2A	1
MEGF6	1
MEGF8	1
MEI1	1
MEI4	1
MEIS3	1
MEP1A	1
MEP1B	1
MEPE	1
METTL26	1
METTL5	1
MFAP3	1
MFSD11	1
MFSD13A	1
MFSD2B	1
MFSD4B	1
MFSD5	1
MFSD6	1
MFSD8	1
MFSD9	1
MGARP	1
MGAT4B	1
MGAT4C	1
MGAT4D	1
MGP	1
MGST2	1
MGST3	1
MIA2	1
MICAL2	1
MICU1	1
MICU2	1
MICU3	1
MID1	1
MIEF1	1
MIEF2	1
MINDY3	1
MINPP1	1
MITF	1
MLC1	1
MLF1	1
MLH3	1
MLLT10	1
MLLT6	1
MLN	1
MMD	1
MMD2	1
MMP2	1
MMP21	1
MMP23B	1
MMP24	1
MMP28	1
MOB2	1
MOG	1
MOK	1
MON1A	1
MORC3	1
MORC4	1
MORN5	1
MOS	1
MPC1	1
MPC2	1
MPEG1	1
MPIG6B	1
MPP2	1
MPP7	1
MPPED1	1
MPRIP	1
MPZL3	1
MR1	1
MRAP2	1
MREG	1
MRFAP1L1	1
MRGPRD	1
MRGPRE	1
MRNIP	1
MROH1	1
MROH2B	1
MRPL1	1
MRPL13	1
MRPL17	1
MRPL2	1
MRPL20	1
MRPL24	1
MRPL27	1
MRPL30	1
MRPL33	1
MRPL34	1
MRPL39	1
MRPL4	1
MRPL40	1
MRPL41	1
MRPL42	1
MRPL47	1
MRPL52	1
MRPS11	1
MRPS12	1
MRPS14	1
MRPS15	1
MRPS16	1
MRPS18B	1
MRPS23	1
MRPS25	1
MRPS26	1
MRPS30	1
MRPS34	1
MRPS5	1
MS4A8	1
MSH5	1
MSI1	1
MSLN	1
MSMB	1
MSMO1	1
MSS51	1
MTCL1	1
MTCP1	1
MTERF2	1
MTG1	1
MTG2	1
MTHFSD	1
MTIF2	1
MTMR12	1
MTNR1B	1
MTRES1	1
MTRF1	1
MTRR	1
MTSS1	1
MTX2	1
MUC17	1
MUC20	1
MUC4	1
MUCL3	1
MUL1	1
MVP	1
MX1	1
MX2	1
MYBBP1A	1
MYBL2	1
MYBPHL	1
MYEOV	1
MYF5	1
MYF6	1
MYH15	1
MYH2	1
MYH4	1
MYH6	1
MYH7	1
MYL1	1
MYL10	1
MYL2	1
MYL3	1
MYL9	1
MYLK	1
MYMK	1
MYO16	1
MYO18A	1
MYO1B	1
MYO3A	1
MYO9A	1
MYOT	1
MYPOP	1
MYSM1	1
NAA35	1
NAA40	1
NAA80	1
NAAA	1
NABP1	1
NADK2	1
NAE1	1
NAGLU	1
NAGPA	1
NAGS	1
NAMPT	1
NAPEPLD	1
NASP	1
NAT8L	1
NAT9	1
NAXE	1
NBN	1
NBPF3	1
NCALD	1
NCAM2	1
NCAN	1
NCAPD2	1
NCAPH	1
NCAPH2	1
NCF1	1
NCKAP1	1
NCKAP5	1
NCKAP5L	1
NCOA6	1
NCR2	1
NDOR1	1
NDP	1
NDRG1	1
NDRG4	1
NDST3	1
NDST4	1
NDUFA10	1
NDUFA11	1
NDUFA13	1
NDUFA2	1
NDUFA3	1
NDUFA5	1
NDUFA6	1
NDUFA7	1
NDUFA8	1
NDUFAF3	1
NDUFAF6	1
NDUFB11	1
NDUFB4	1
NDUFB7	1
NDUFB8	1
NDUFS3	1
NEBL	1
NECAB1	1
NECAB2	1
NECAB3	1
NECAP1	1
NEDD1	1
NEK2	1
NELFA	1
NELFE	1
NELL1	1
NENF	1
NEO1	1
NETO2	1
NEU1	1
NEU2	1
NEURL1B	1
NEUROG3	1
NFAM1	1
NFASC	1
NFATC2	1
NFATC2IP	1
NFIA	1
NFIL3	1
NFKB2	1
NFKBIA	1
NFX1	1
NGFR	1
NHLRC1	1
NHLRC4	1
NHP2	1
NIBAN1	1
NIBAN3	1
NINJ2	1
NIP7	1
NIPA1	1
NISCH	1
NIT1	1
NKAPL	1
NKX2-1	1
NKX2-3	1
NKX2-4	1
NKX2-5	1
NLRP4	1
NLRP9	1
NMB	1
NME5	1
NME6	1
NMNAT1	1
NMS	1
NOB1	1
NOC4L	1
NOCT	1
NODAL	1
NOL10	1
NOL4	1
NOL4L	1
NOL6	1
NOMO2	1
NONO	1
NOP2	1
NOP56	1
NOP9	1
NOPCHAP1	1
NOTCH3	1
NOVA2	1
NOX1	1
NOX4	1
NOXA1	1
NOXRED1	1
NPAP1	1
NPC1L1	1
NPHP3	1
NPHP4	1
NPR3	1
NPY5R	1
NQO2	1
NR0B1	1
NR1H4	1
NR3C1	1
NR4A2	1
NRBP2	1
NRF1	1
NRG4	1
NRN1L	1
NRP1	1
NRSN2	1
NRXN3	1
NSA2	1
NSG2	1
NSRP1	1
NSUN6	1
NT5C1B	1
NTM	1
NTRK1	1
NTRK2	1
NUB1	1
NUBP2	1
NUDT1	1
NUDT10	1
NUDT15	1
NUDT2	1
NUDT9	1
NUFIP1	1
NUGGC	1
NUMA1	1
NUMB	1
NUMBL	1
NUP155	1
NUP210L	1
NUP214	1
NUP54	1
NUP88	1
NUP93	1
NUPR1	1
NUPR2	1
NUTM1	1
NYNRIN	1
OAS3	1
OCA2	1
OCSTAMP	1
ODAD1	1
ODAD2	1
ODAPH	1
ODF3	1
OGDH	1
OGFR	1
OLA1	1
OLIG2	1
ONECUT1	1
OOEP	1
OPN5	1
OPRK1	1
OPRPN	1
OPTN	1
ORAI3	1
OSBPL1A	1
OSBPL2	1
OSBPL3	1
OSBPL6	1
OSBPL8	1
OSCAR	1
OSMR	1
OSR1	1
OSTM1	1
OTOA	1
OTOL1	1
OTOS	1
OTUD4	1
OTUD5	1
OTUD7A	1
OTUD7B	1
OTX2	1
OVOL2	1
OXR1	1
P2RY14	1
PABPC4	1
PABPN1L	1
PACS1	1
PADI3	1
PAF1	1
PAFAH1B3	1
PAGE4	1
PAGR1	1
PAIP1	1
PAIP2	1
PAK1	1
PAK3	1
PAK5	1
PAM	1
PAM16	1
PANK1	1
PAQR3	1
PARL	1
PARM1	1
PARN	1
PARP14	1
PARP15	1
PARP3	1
PASD1	1
PATE3	1
PATL2	1
PAX1	1
PAX2	1
PAX9	1
PAXBP1	1
PBK	1
PBX3	1
PCBD1	1
PCBP1	1
PCCB	1
PCDH1	1
PCDH15	1
PCDH18	1
PCDH20	1
PCDH7	1
PCDHA3	1
PCDHB14	1
PCDHB2	1
PCDHGA2	1
PCDHGA5	1
PCDHGC3	1
PCF11	1
PCGF3	1
PCGF5	1
PCGF6	1
PCID2	1
PCIF1	1
PCMTD2	1
PCNT	1
PCSK1	1
PCSK7	1
PCTP	1
PDCD10	1
PDCD11	1
PDCD1LG2	1
PDCD6	1
PDCL2	1
PDE4A	1
PDE6G	1
PDE8A	1
PDHA1	1
PDHX	1
PDK2	1
PDK4	1
PDLIM7	1
PDPN	1
PDPR	1
PDRG1	1
PDSS1	1
PDZK1	1
PDZRN4	1
PEAK3	1
PEBP4	1
PEDS1	1
PEG3	1
PELO	1
PENK	1
PER1	1
PET117	1
PEX1	1
PEX10	1
PEX11G	1
PEX12	1
PEX16	1
PEX2	1
PEX5	1
PEX7	1
PFDN4	1
PFDN5	1
PFDN6	1
PFKFB1	1
PFKL	1
PFKM	1
PFKP	1
PFN3	1
PGAP3	1
PGBD4	1
PGLYRP3	1
PGP	1
PHACTR3	1
PHAF1	1
PHB2	1
PHETA2	1
PHF11	1
PHF13	1
PHF20	1
PHF6	1
PHF7	1
PHGDH	1
PHKG1	1
PHYH	1
PHYHIPL	1
PI16	1
PI3	1
PI4K2B	1
PID1	1
PIGM	1
PIGS	1
PIGT	1
PIGV	1
PIGW	1
PIGY	1
PIH1D2	1
PIK3C2A	1
PIK3C2B	1
PIK3CB	1
PIK3CG	1
PIK3IP1	1
PIK3R2	1
PIKFYVE	1
PIM2	1
PINX1	1
PIP4K2C	1
PIP4P1	1
PITPNM3	1
PJA1	1
PKD1	1
PKHD1L1	1
PKIG	1
PKMYT1	1
PKNOX2	1
PKP1	1
PLA2G4A	1
PLA2G4B	1
PLA2G4E	1
PLA2G5	1
PLA2G7	1
PLA2R1	1
PLAAT4	1
PLAAT5	1
PLAC8	1
PLAC9	1
PLAT	1
PLCB4	1
PLCZ1	1
PLD1	1
PLEKHA8	1
PLEKHB2	1
PLEKHF2	1
PLEKHG4B	1
PLIN3	1
PLK1	1
PLK5	1
PLOD3	1
PLPBP	1
PLPP1	1
PLPPR1	1
PLSCR2	1
PLXDC1	1
PLXND1	1
PMCH	1
PMEPA1	1
PMFBP1	1
PML	1
PMS1	1
PNISR	1
PNKP	1
PNLIPRP3	1
PNMA2	1
PNMA8A	1
PNPLA2	1
PNPT1	1
PODXL2	1
POF1B	1
POGZ	1
POLK	1
POLL	1
POLR1B	1
POLR1E	1
POLR1H	1
POLR2C	1
POLR2D	1
POLR2L	1
POLR3B	1
POMGNT1	1
POMK	1
PON1	1
PON3	1
POP4	1
POU1F1	1
POU3F2	1
POU4F3	1
POU5F1	1
POU5F2	1
POU6F1	1
PP2D1	1
PPA1	1
PPA2	1
PPARD	1
PPCDC	1
PPDPFL	1
PPEF1	1
PPEF2	1
PPIC	1
PPID	1
PPIH	1
PPIL2	1
PPIL3	1
PPL	1
PPM1A	1
PPM1E	1
PPM1G	1
PPM1L	1
PPP1CA	1
PPP1CC	1
PPP1R14C	1
PPP1R17	1
PPP1R1C	1
PPP1R21	1
PPP1R26	1
PPP1R3F	1
PPP2CB	1
PPP2R1B	1
PPP2R2A	1
PPP2R3B	1
PPP2R3C	1
PPP3CA	1
PPP3R1	1
PPP3R2	1
PPRC1	1
PPT2	1
PPY	1
PRAF2	1
PRAM1	1
PRAMEF18	1
PRAP1	1
PRDM11	1
PRDM12	1
PRDM2	1
PRDX4	1
PRELID1	1
PREX1	1
PRF1	1
PRICKLE1	1
PRIM1	1
PRIMA1	1
PRKAB2	1
PRKAR2B	1
PRKCE	1
PRKCG	1
PRKCI	1
PRKCSH	1
PRKG1	1
PRMT2	1
PROCR	1
PROK2	1
PROKR1	1
PROKR2	1
PROM2	1
PROP1	1
PROS1	1
PROSER1	1
PROX2	1
PRPF19	1
PRPF4	1
PRPS1	1
PRPS2	1
PRR15	1
PRR22	1
PRR23A	1
PRR27	1
PRR32	1
PRR4	1
PRRC2B	1
PRRC2C	1
PRRG1	1
PRRG4	1
PRRT3	1
PRSS42P	1
PRSS45P	1
PRSS48	1
PRTFDC1	1
PSD	1
PSD4	1
PSENEN	1
PSG3	1
PSG4	1
PSKH1	1
PSMA3	1
PSMB11	1
PSMB9	1
PSMC5	1
PSMD11	1
PSMD6	1
PSME3	1
PSPH	1
PTBP2	1
PTCD3	1
PTDSS1	1
PTEN	1
PTF1A	1
PTGDR2	1
PTGER2	1
PTGES3L	1
PTGFR	1
PTGS2	1
PTH	1
PTK2B	1
PTK7	1
PTMA	1
PTP4A1	1
PTP4A2	1
PTPMT1	1
PTPN14	1
PTPN18	1
PTPN4	1
PTPN9	1
PTPRM	1
PTPRT	1
PTRH2	1
PTRHD1	1
PTTG1	1
PUM2	1
PURA	1
PUS3	1
PWWP2B	1
PXDC1	1
PXDNL	1
PXYLP1	1
PYCR3	1
PYGB	1
PYM1	1
PZP	1
QRFP	1
QRICH1	1
QSOX2	1
QTRT1	1
RAB11A	1
RAB11FIP2	1
RAB15	1
RAB21	1
RAB24	1
RAB25	1
RAB26	1
RAB27A	1
RAB28	1
RAB29	1
RAB2A	1
RAB31	1
RAB37	1
RAB39B	1
RAB40C	1
RAB4A	1
RAB4B	1
RAB6A	1
RAB6B	1
RABEP2	1
RABGAP1	1
RABL6	1
RAC3	1
RACK1	1
RAD23B	1
RAD51D	1
RAET1E	1
RAG1	1
RAG2	1
RAI1	1
RAI14	1
RALGAPA2	1
RALGPS1	1
RAMAC	1
RANBP17	1
RANBP6	1
RAP1B	1
RAP1GAP	1
RAP2A	1
RAP2B	1
RAP2C	1
RAPGEF1	1
RAPGEF4	1
RARS1	1
RARS2	1
RASGEF1A	1
RASGEF1B	1
RASGEF1C	1
RASL11A	1
RASL12	1
RASSF4	1
RASSF6	1
RAVER1	1
RBFA	1
RBFOX2	1
RBKS	1
RBL1	1
RBM15	1
RBM34	1
RBM41	1
RBMXL3	1
RBP2	1
RBPMS	1
RCBTB1	1
RCC1	1
RCL1	1
RCN1	1
RCN3	1
RD3	1
RDH10	1
RDH12	1
RDH13	1
RECQL5	1
REEP3	1
RELN	1
REM2	1
REN	1
REPS1	1
RETNLB	1
REV3L	1
RFC1	1
RFC2	1
RFC4	1
RFNG	1
RFX1	1
RFX4	1
RFX5	1
RGMB	1
RGN	1
RGP1	1
RGS10	1
RGS11	1
RGS14	1
RGS19	1
RGS20	1
RGS5	1
RGS6	1
RGS9	1
RHBDD1	1
RHCE	1
RHD	1
RHOBTB3	1
RHOC	1
RHOQ	1
RHPN1	1
RIC3	1
RIMS1	1
RIN1	1
RING1	1
RIOK2	1
RIOX2	1
RIPK1	1
RIPPLY1	1
RIT1	1
RLF	1
RLN1	1
RMC1	1
RMDN1	1
RMND1	1
RNASE2	1
RNASE3	1
RNASE6	1
RNASE8	1
RNASE9	1
RNF138	1
RNF139	1
RNF144A	1
RNF149	1
RNF150	1
RNF152	1
RNF157	1
RNF168	1
RNF19A	1
RNF19B	1
RNF20	1
RNF208	1
RNF224	1
RNF25	1
RNF4	1
RNFT1	1
RNFT2	1
RNPC3	1
ROBO1	1
ROBO4	1
ROCK2	1
ROM1	1
ROMO1	1
ROR1	1
RORB	1
RP1L1	1
RPA3	1
RPAIN	1
RPAP1	1
RPEL1	1
RPF1	1
RPF2	1
RPGRIP1	1
RPH3AL	1
RPL13	1
RPL15	1
RPL21	1
RPL22L1	1
RPL27A	1
RPL3	1
RPL30	1
RPL36A	1
RPL36AL	1
RPL5	1
RPL8	1
RPLP0	1
RPLP2	1
RPP40	1
RPRD1A	1
RPS13	1
RPS16	1
RPS19BP1	1
RPS21	1
RPS23	1
RPS24	1
RPS27L	1
RPS5	1
RPS6KA6	1
RPS6KB2	1
RPS6KL1	1
RPS9	1
RPTN	1
RPTOR	1
RPUSD1	1
RPUSD3	1
RRAGA	1
RRAGC	1
RRAGD	1
RRM1	1
RRN3	1
RRP1	1
RRP15	1
RRP1B	1
RRP36	1
RRP8	1
RSF1	1
RSPO2	1
RTKN2	1
RTL9	1
RTN2	1
RTN3	1
RTN4RL1	1
RTP3	1
RTP5	1
RUFY3	1
RUNX1T1	1
RUSC1	1
RUVBL2	1
RXFP3	1
RXFP4	1
RXRG	1
RYR3	1
S100A1	1
S100A16	1
S100A2	1
S100A6	1
S100A9	1
S1PR2	1
SALL2	1
SALL4	1
SAMD15	1
SAMSN1	1
SAP130	1
SAP18	1
SAP30BP	1
SAP30L	1
SAPCD1	1
SAR1A	1
SARAF	1
SARNP	1
SARS2	1
SAT2	1
SAV1	1
SBNO1	1
SBNO2	1
SCAMP2	1
SCD	1
SCFD2	1
SCG5	1
SCGB1D2	1
SCGB2A1	1
SCGB3A2	1
SCHIP1	1
SCLT1	1
SCMH1	1
SCML1	1
SCML2	1
SCN11A	1
SCN1A	1
SCN3A	1
SCN5A	1
SCNM1	1
SCNN1A	1
SCNN1B	1
SCNN1D	1
SCNN1G	1
SCOC	1
SCUBE1	1
SDC4	1
SDCBP2	1
SDE2	1
SDHD	1
SDK1	1
SEC13	1
SEC14L4	1
SEC16B	1
SEC23IP	1
SEC24A	1
SEC24D	1
SEC61B	1
SEL1L2	1
SELENOT	1
SEMA3A	1
SEMA5B	1
SEMA6B	1
SENP8	1
SEPHS1	1
SERAC1	1
SERF2	1
SERINC1	1
SERINC3	1
SERP1	1
SERP2	1
SERPINA1	1
SERPINA10	1
SERPINA11	1
SERPINB2	1
SERPINF1	1
SERPING1	1
SERPINI2	1
SESN1	1
SETD1A	1
SETD7	1
SETD9	1
SETMAR	1
SF1	1
SF3A1	1
SF3B1	1
SF3B4	1
SFR1	1
SFRP1	1
SFRP2	1
SFT2D1	1
SFTPA2	1
SFTPC	1
SFTPD	1
SFXN2	1
SGCD	1
SGCG	1
SGIP1	1
SGK3	1
SGPL1	1
SGPP1	1
SGSH	1
SGSM3	1
SH2B3	1
SH2D3C	1
SH2D4B	1
SH2D5	1
SH3BGRL3	1
SH3BP1	1
SH3BP4	1
SHANK1	1
SHCBP1	1
SHCBP1L	1
SHFL	1
SHISA2	1
SHISAL1	1
SHISAL2B	1
SHPRH	1
SHROOM1	1
SHTN1	1
SIAE	1
SIDT2	1
SIGLEC1	1
SIGLEC15	1
SIGLEC6	1
SIGLEC7	1
SIGLEC8	1
SIGLECL1	1
SIPA1L1	1
SIRT1	1
SIRT2	1
SIRT3	1
SIRT7	1
SIVA1	1
SIX1	1
SIX4	1
SKOR2	1
SLAMF9	1
SLBP	1
SLC10A5	1
SLC12A2	1
SLC12A4	1
SLC12A5	1
SLC12A6	1
SLC13A3	1
SLC15A2	1
SLC16A12	1
SLC16A14	1
SLC16A6	1
SLC17A3	1
SLC17A6	1
SLC18A1	1
SLC19A3	1
SLC1A2	1
SLC22A17	1
SLC22A18	1
SLC22A2	1
SLC22A3	1
SLC22A7	1
SLC22A8	1
SLC23A2	1
SLC24A4	1
SLC24A5	1
SLC25A16	1
SLC25A21	1
SLC25A22	1
SLC25A28	1
SLC25A34	1
SLC25A37	1
SLC25A41	1
SLC25A5	1
SLC25A53	1
SLC25A6	1
SLC26A7	1
SLC27A1	1
SLC29A3	1
SLC2A1	1
SLC2A13	1
SLC2A14	1
SLC2A5	1
SLC30A6	1
SLC32A1	1
SLC35A1	1
SLC35A3	1
SLC35E4	1
SLC35F2	1
SLC35G2	1
SLC38A11	1
SLC38A2	1
SLC38A8	1
SLC39A14	1
SLC39A2	1
SLC39A3	1
SLC39A7	1
SLC39A9	1
SLC3A2	1
SLC43A1	1
SLC44A1	1
SLC45A3	1
SLC46A3	1
SLC48A1	1
SLC4A1	1
SLC4A11	1
SLC4A1AP	1
SLC4A2	1
SLC4A5	1
SLC5A1	1
SLC5A10	1
SLC5A11	1
SLC5A12	1
SLC6A12	1
SLC6A14	1
SLC6A19	1
SLC6A20	1
SLC7A6OS	1
SLC8A3	1
SLC9A3	1
SLC9A7	1
SLC9A8	1
SLC9A9	1
SLCO4A1	1
SLCO6A1	1
SLFN12	1
SLIT2	1
SLIT3	1
SLK	1
SLX9	1
SMAD3	1
SMAP1	1
SMARCD1	1
SMARCE1	1
SMC4	1
SMCP	1
SMCR8	1
SMIM15	1
SMIM21	1
SMIM5	1
SMKR1	1
SMOC1	1
SMPDL3A	1
SMPDL3B	1
SMPX	1
SMTNL2	1
SNAI3	1
SNAPC1	1
SNAPC5	1
SNCA	1
SNED1	1
SNHG32	1
SNRNP35	1
SNRNP70	1
SNRPA1	1
SNRPB2	1
SNTG1	1
SNTG2	1
SNW1	1
SNX13	1
SNX18	1
SNX19	1
SNX2	1
SNX3	1
SNX5	1
SON	1
SORBS2	1
SORBS3	1
SORCS3	1
SOST	1
SOSTDC1	1
SOWAHB	1
SOX10	1
SOX13	1
SOX14	1
SOX17	1
SOX3	1
SOX6	1
SOX9	1
SP4	1
SP6	1
SP7	1
SP8	1
SPAG1	1
SPAG17	1
SPAG9	1
SPANXN3	1
SPARCL1	1
SPART	1
SPATA16	1
SPATA18	1
SPATA20	1
SPATA22	1
SPATA4	1
SPATA45	1
SPATA5	1
SPATA6L	1
SPCS1	1
SPDEF	1
SPDYA	1
SPDYE4	1
SPECC1	1
SPECC1L	1
SPEN	1
SPESP1	1
SPG11	1
SPINK1	1
SPINK6	1
SPINK7	1
SPINK8	1
SPINK9	1
SPINT4	1
SPO11	1
SPOCD1	1
SPOCK3	1
SPPL2A	1
SPRED2	1
SPRN	1
SPRR1A	1
SPRR2G	1
SPSB4	1
SPTAN1	1
SPTBN4	1
SPX	1
SRARP	1
SRC	1
SRCAP	1
SRD5A3	1
SREBF1	1
SRGN	1
SRI	1
SRMS	1
SRP14	1
SRP19	1
SRP54	1
SRP72	1
SRPK3	1
SRSF10	1
SRSF12	1
SRSF3	1
SRSF4	1
SRSF7	1
SS18L1	1
SSBP3	1
SSMEM1	1
SSR3	1
SSR4	1
SSRP1	1
SST	1
SSTR4	1
SSU72	1
SSX2IP	1
ST14	1
ST6GAL1	1
ST6GALNAC5	1
ST8SIA1	1
STAB1	1
STAM	1
STAMBP	1
STARD13	1
STARD7	1
STAU1	1
STBD1	1
STK10	1
STK25	1
STK33	1
STMN3	1
STMN4	1
STPG1	1
STRN3	1
STT3B	1
STUM	1
STX12	1
STX17	1
STX1A	1
STX3	1
STX5	1
STXBP5	1
SUCLG2	1
SUCO	1
SULF2	1
SULT1B1	1
SULT1E1	1
SUN5	1
SUPT4H1	1
SUPT6H	1
SUPT7L	1
SURF1	1
SURF2	1
SUSD2	1
SUZ12	1
SV2A	1
SV2B	1
SVIL	1
SWSAP1	1
SWT1	1
SYCE3	1
SYCP3	1
SYNDIG1	1
SYNDIG1L	1
SYNE2	1
SYNGR4	1
SYNJ2	1
SYNJ2BP	1
SYNPO2	1
SYNPO2L	1
SYT13	1
SYT3	1
SYT4	1
SYT7	1
SYT9	1
SZRD1	1
TAAR1	1
TAAR6	1
TAC3	1
TACC2	1
TADA1	1
TAF1	1
TAF11	1
TAF1A	1
TAF2	1
TAF3	1
TAF4	1
TAF5	1
TAF6	1
TAF6L	1
TAF9	1
TAF9B	1
TAFA4	1
TAGAP	1
TAGLN3	1
TAMM41	1
TANGO2	1
TANGO6	1
TARS2	1
TAS1R1	1
TAS1R3	1
TAS2R1	1
TAS2R10	1
TAS2R30	1
TAS2R39	1
TAS2R40	1
TAS2R41	1
TAS2R50	1
TAS2R7	1
TASOR	1
TATDN3	1
TBC1D10A	1
TBC1D10C	1
TBC1D16	1
TBC1D2B	1
TBC1D32	1
TBC1D8B	1
TBCD	1
TBX1	1
TBX10	1
TBX20	1
TBX21	1
TBX3	1
TBX4	1
TBX5	1
TBXA2R	1
TCEA3	1
TCERG1	1
TCF20	1
TCHH	1
TCHHL1	1
TCHP	1
TCIRG1	1
TCL1B	1
TCN1	1
TCP10L2	1
TCP11L2	1
TDGF1	1
TDP1	1
TDRD1	1
TEC	1
TECR	1
TEDC2	1
TEKT5	1
TENT4B	1
TENT5B	1
TESPA1	1
TET1	1
TET2	1
TEX2	1
TEX55	1
TF	1
TFAP2C	1
TFB1M	1
TFDP2	1
TFEC	1
TFG	1
TFR2	1
TGFA	1
TGFBR2	1
TGM5	1
TGM7	1
TGOLN2	1
THAP4	1
THAP6	1
THBS3	1
THEG	1
THG1L	1
THOC2	1
THOC3	1
THOC7	1
THRAP3	1
TIAM2	1
TIGD1	1
TIGD2	1
TIGD7	1
TIGIT	1
TIMM8B	1
TIMP2	1
TLCD2	1
TLCD4	1
TLCD5	1
TLDC2	1
TLE1	1
TLE2	1
TLE4	1
TLL2	1
TLN1	1
TLNRD1	1
TLR1	1
TLR2	1
TLR4	1
TM4SF19	1
TM6SF1	1
TM9SF3	1
TMC2	1
TMC6	1
TMCO1	1
TMED2	1
TMED5	1
TMEFF2	1
TMEM104	1
TMEM125	1
TMEM138	1
TMEM140	1
TMEM143	1
TMEM144	1
TMEM151B	1
TMEM156	1
TMEM158	1
TMEM160	1
TMEM164	1
TMEM167A	1
TMEM168	1
TMEM169	1
TMEM170A	1
TMEM176B	1
TMEM179	1
TMEM181	1
TMEM183A	1
TMEM184A	1
TMEM187	1
TMEM202	1
TMEM203	1
TMEM210	1
TMEM215	1
TMEM222	1
TMEM229B	1
TMEM233	1
TMEM236	1
TMEM238	1
TMEM240	1
TMEM244	1
TMEM251	1
TMEM258	1
TMEM266	1
TMEM273	1
TMEM30A	1
TMEM35A	1
TMEM44	1
TMEM45A	1
TMEM45B	1
TMEM47	1
TMEM50A	1
TMEM50B	1
TMEM52	1
TMEM60	1
TMEM61	1
TMEM64	1
TMEM65	1
TMEM86A	1
TMEM86B	1
TMEM91	1
TMF1	1
TMOD3	1
TMPRSS11B	1
TMPRSS13	1
TMPRSS2	1
TMPRSS3	1
TMPRSS4	1
TMUB1	1
TNFAIP2	1
TNFAIP6	1
TNFAIP8	1
TNFRSF10A	1
TNFRSF10B	1
TNFRSF10C	1
TNFRSF10D	1
TNFRSF11A	1
TNFRSF14	1
TNFRSF19	1
TNFRSF1A	1
TNFRSF8	1
TNKS1BP1	1
TNNC1	1
TNNC2	1
TNNI3K	1
TNPO3	1
TNRC6A	1
TNXB	1
TOM1	1
TOMM7	1
TOMM70	1
TONSL	1
TOP2B	1
TOPBP1	1
TOPORS	1
TOR1AIP1	1
TOR2A	1
TOX2	1
TP53TG5	1
TPBG	1
TPCN1	1
TPD52L1	1
TPD52L2	1
TPGS1	1
TPGS2	1
TPM2	1
TPRG1	1
TPSG1	1
TPT1	1
TPX2	1
TRABD	1
TRABD2A	1
TRAF3IP3	1
TRAF5	1
TRAF6	1
TRAF7	1
TRAPPC6A	1
TRDN	1
TREM1	1
TREM2	1
TREML2	1
TREML4	1
TRERF1	1
TREX1	1
TRIAP1	1
TRIM10	1
TRIM11	1
TRIM14	1
TRIM17	1
TRIM3	1
TRIM37	1
TRIM39	1
TRIM4	1
TRIM43	1
TRIM46	1
TRIM49B	1
TRIM50	1
TRIM55	1
TRIM60	1
TRIM61	1
TRIM77	1
TRIP11	1
TRIP4	1
TRIT1	1
TRMO	1
TRMT12	1
TRMT13	1
TRMT5	1
TRMT6	1
TRPC5	1
TRPS1	1
TRPV5	1
TSC1	1
TSC2	1
TSEN15	1
TSEN34	1
TSG101	1
TSGA10	1
TSLP	1
TSPAN14	1
TSPAN4	1
TSR2	1
TST	1
TTBK1	1
TTC21A	1
TTC21B	1
TTC23L	1
TTC27	1
TTC3	1
TTC37	1
TTC38	1
TTC7B	1
TTI1	1
TTK	1
TTLL4	1
TTYH1	1
TUBB3	1
TUBB4B	1
TUBB6	1
TUFM	1
TULP1	1
TULP2	1
TULP4	1
TUSC3	1
TUT4	1
TUT7	1
TWF1	1
TXLNA	1
TXN	1
TXN2	1
TXNL4A	1
TYW1	1
TYW5	1
UACA	1
UBA5	1
UBA52	1
UBALD2	1
UBASH3A	1
UBE2D1	1
UBE2E2	1
UBE2H	1
UBE2M	1
UBE2Q1	1
UBE2Z	1
UBE4A	1
UBL5	1
UBQLN1	1
UBQLN4	1
UBR4	1
UBR5	1
UBR7	1
UBTF	1
UBXN2B	1
UCHL3	1
UCN	1
UCN2	1
UFD1	1
UFL1	1
UGGT1	1
UGT1A10	1
UGT1A4	1
UGT1A9	1
UGT8	1
ULBP1	1
ULK1	1
UMOD	1
UNC119	1
UNC45A	1
UNC50	1
UNK	1
UPF2	1
UQCC1	1
UQCRC1	1
UQCRC2	1
UQCRFS1	1
UQCRQ	1
URB2	1
UROC1	1
USP12	1
USP18	1
USP30	1
USP31	1
USP33	1
USP38	1
USPL1	1
UTP23	1
UTP3	1
UTS2R	1
UXS1	1
VARS1	1
VASH1	1
VAT1	1
VCAM1	1
VDAC1	1
VDAC3	1
VEGFC	1
VGLL2	1
VIP	1
VN1R4	1
VPS13A	1
VPS25	1
VPS26A	1
VPS35	1
VPS37B	1
VPS54	1
VSIG4	1
VSIG8	1
VSX1	1
VSX2	1
VTI1A	1
VWA1	1
VWA2	1
VWA3B	1
VWC2	1
VXN	1
WAS	1
WASF1	1
WASF3	1
WASHC2C	1
WBP2	1
WDFY2	1
WDR24	1
WDR26	1
WDR37	1
WDR4	1
WDR41	1
WDR46	1
WDR54	1
WDR74	1
WDR76	1
WDR77	1
WDR82	1
WDR87	1
WDTC1	1
WFDC1	1
WFDC10B	1
WFDC11	1
WFDC12	1
WFDC13	1
WFDC5	1
WFDC9	1
WHRN	1
WIPI1	1
WIPI2	1
WIZ	1
WNT10A	1
WNT7A	1
WNT8A	1
XCR1	1
XIRP1	1
XIRP2	1
XKR6	1
XKR8	1
XKRX	1
XPNPEP1	1
XPNPEP2	1
XPOT	1
XRN2	1
XYLT1	1
YARS2	1
YEATS2	1
YES1	1
YIPF7	1
YPEL2	1
YPEL3	1
ZAP70	1
ZBED3	1
ZBED8	1
ZBTB10	1
ZBTB14	1
ZBTB16	1
ZBTB2	1
ZBTB20	1
ZBTB22	1
ZBTB26	1
ZBTB3	1
ZBTB37	1
ZBTB41	1
ZBTB42	1
ZBTB43	1
ZBTB44	1
ZBTB48	1
ZBTB7B	1
ZBTB7C	1
ZBTB8OS	1
ZC2HC1B	1
ZC2HC1C	1
ZC3H12C	1
ZC3H13	1
ZCCHC13	1
ZCCHC14	1
ZCCHC2	1
ZDHHC12	1
ZDHHC13	1
ZDHHC18	1
ZDHHC19	1
ZDHHC7	1
ZDHHC9	1
ZFAND5	1
ZFP14	1
ZFP2	1
ZFP41	1
ZFP64	1
ZFP69B	1
ZFP91	1
ZFR	1
ZFX	1
ZG16B	1
ZHX3	1
ZKSCAN5	1
ZMIZ2	1
ZMYM5	1
ZMYND12	1
ZMYND15	1
ZMYND19	1
ZNF124	1
ZNF135	1
ZNF142	1
ZNF143	1
ZNF155	1
ZNF160	1
ZNF184	1
ZNF19	1
ZNF2	1
ZNF208	1
ZNF266	1
ZNF267	1
ZNF276	1
ZNF28	1
ZNF280A	1
ZNF280D	1
ZNF282	1
ZNF285	1
ZNF30	1
ZNF300	1
ZNF324	1
ZNF334	1
ZNF335	1
ZNF341	1
ZNF343	1
ZNF35	1
ZNF354C	1
ZNF383	1
ZNF397	1
ZNF410	1
ZNF418	1
ZNF419	1
ZNF425	1
ZNF428	1
ZNF432	1
ZNF436	1
ZNF441	1
ZNF454	1
ZNF470	1
ZNF486	1
ZNF490	1
ZNF496	1
ZNF503	1
ZNF507	1
ZNF512B	1
ZNF518B	1
ZNF528	1
ZNF530	1
ZNF532	1
ZNF543	1
ZNF544	1
ZNF554	1
ZNF558	1
ZNF559	1
ZNF565	1
ZNF566	1
ZNF572	1
ZNF575	1
ZNF580	1
ZNF581	1
ZNF585A	1
ZNF587B	1
ZNF592	1
ZNF597	1
ZNF609	1
ZNF610	1
ZNF611	1
ZNF615	1
ZNF616	1
ZNF628	1
ZNF660	1
ZNF665	1
ZNF687	1
ZNF689	1
ZNF692	1
ZNF697	1
ZNF703	1
ZNF710	1
ZNF711	1
ZNF714	1
ZNF716	1
ZNF737	1
ZNF75D	1
ZNF763	1
ZNF768	1
ZNF77	1
ZNF780A	1
ZNF805	1
ZNF816	1
ZNF827	1
ZNF836	1
ZNF845	1
ZNF862	1
ZNF875	1
ZNF98	1
ZNF99	1
ZNHIT3	1
ZNRD2	1
ZP1	1
ZPBP	1
ZRANB3	1
ZSWIM2	1
ZSWIM3	1
ZSWIM6	1
ZWINT	1

8 Export data

#setwd('/usr3/graduate/osanborn/Projects/Achilles_Analysis/')
#write.csv(res.All, "CRISPR_WGD_KIF18A_Sensitivity_all_n362.csv", quote=FALSE, row.names=FALSE)

#write.csv(res.BRC, "CRISPR_WGD_KIF18A_Sensitivity_BRC_n21.csv", quote=FALSE, row.names=FALSE)

#write.csv(res.NSCLC, "CRISPR_WGD_KIF18A_Sensitivity_NSCLC_n66.csv", quote=FALSE, row.names=FALSE)

#KIF18A_Status <- cbind(KIF18A_Status, Subtype = sample.info.wgd$lineage_subtype)
#write.csv(KIF18A_Status, "WGD_KIF18A_Status_subtype.csv", quote=FALSE, row.names=TRUE)

9 Session info

sessionInfo()

## R version 4.2.1 (2022-06-23)
## Platform: x86_64-apple-darwin17.0 (64-bit)
## Running under: macOS Big Sur ... 10.16
## 
## Matrix products: default
## BLAS:   /Library/Frameworks/R.framework/Versions/4.2/Resources/lib/libRblas.0.dylib
## LAPACK: /Library/Frameworks/R.framework/Versions/4.2/Resources/lib/libRlapack.dylib
## 
## locale:
## [1] en_US.UTF-8/en_US.UTF-8/en_US.UTF-8/C/en_US.UTF-8/en_US.UTF-8
## 
## attached base packages:
## [1] stats     graphics  grDevices utils     datasets  methods   base     
## 
## other attached packages:
##  [1] pROC_1.18.2      reshape2_1.4.4   forcats_0.5.2    stringr_1.4.1   
##  [5] purrr_0.3.5      readr_2.1.3      tidyr_1.2.1      tibble_3.1.8    
##  [9] tidyverse_1.3.2  ggrepel_0.9.3    kableExtra_1.3.4 knitr_1.40      
## [13] dplyr_1.0.10     ggplot2_3.3.6    gridExtra_2.3   
## 
## loaded via a namespace (and not attached):
##  [1] Rcpp_1.0.10         svglite_2.1.1       lubridate_1.8.0    
##  [4] assertthat_0.2.1    digest_0.6.30       utf8_1.2.2         
##  [7] plyr_1.8.8          R6_2.5.1            cellranger_1.1.0   
## [10] backports_1.4.1     reprex_2.0.2        evaluate_0.17      
## [13] highr_0.9           httr_1.4.4          pillar_1.8.1       
## [16] rlang_1.0.6         readxl_1.4.1        googlesheets4_1.0.1
## [19] rstudioapi_0.14     jquerylib_0.1.4     rmarkdown_2.17     
## [22] labeling_0.4.2      webshot_0.5.4       googledrive_2.0.0  
## [25] munsell_0.5.0       broom_1.0.1         modelr_0.1.9       
## [28] compiler_4.2.1      xfun_0.37           pkgconfig_2.0.3    
## [31] systemfonts_1.0.4   htmltools_0.5.3     tidyselect_1.2.0   
## [34] fansi_1.0.3         viridisLite_0.4.1   crayon_1.5.2       
## [37] tzdb_0.3.0          dbplyr_2.2.1        withr_2.5.0        
## [40] grid_4.2.1          jsonlite_1.8.3      gtable_0.3.1       
## [43] lifecycle_1.0.3     DBI_1.1.3           magrittr_2.0.3     
## [46] scales_1.2.1        cli_3.4.1           stringi_1.7.8      
## [49] cachem_1.0.6        farver_2.1.1        fs_1.5.2           
## [52] xml2_1.3.3          bslib_0.4.0         ellipsis_0.3.2     
## [55] generics_0.1.3      vctrs_0.5.0         tools_4.2.1        
## [58] glue_1.6.2          hms_1.1.2           fastmap_1.1.0      
## [61] yaml_2.3.6          colorspace_2.0-3    gargle_1.2.1       
## [64] rvest_1.0.3         haven_2.5.1         sass_0.4.2